This document analyzes and categorizes different manifestations of the "darknet," which is defined as a collection of networks and technologies used to share digital content, often in violation of copyright law. It discusses how the darknet has evolved from small social networks sharing physical media to large-scale peer-to-peer file sharing networks on the internet. While fully distributed networks are more robust against legal attacks, the document notes they still face challenges from free riding, where many users download content without sharing anything, concentrating the network's resources among a small number of "super-peers." The darknet's future evolution and potential impacts on content distribution are also considered.
This document summarizes Kaitlin Thaney's presentation on knowledge sharing in science. It discusses how (1) information sharing is fundamental to scholarship but most useful knowledge remains inaccessible or stuck in outdated formats, (2) opening access to scientific publications and data through strategies like open access and public domain waivers can help address these issues, and (3) investing in open cyberinfrastructure that uses standards and facilitates integration is also important for enabling knowledge sharing and collaboration at large scale.
The Death Of Computer Forensics: Digital Forensics After the SingularityTech and Law Center
The document summarizes a workshop discussion on the challenges of digital forensics in the cloud computing era. Participants including lawyers, computer scientists, and law enforcement discussed both technical and legal issues.
Key technical challenges discussed were that cloud computing data is distributed across networks in various deployment models, requiring different forensic techniques. Additionally, in cloud systems data may not remain in one location as in traditional forensics, and encryption of data in transit and execution makes analysis more difficult.
Legal issues around jurisdiction and access to cloud data across international borders were also raised. The group aims to draft a paper further exploring these challenges to digital forensics in light of increased cloud computing.
Matthias Vallentin - Towards Interactive Network Forensics and Incident Respo...boundary_slides
Incident response, post-facto forensics, and network troubleshooting rely on the ability to quickly extract relevant information. To this end, security analysts and network operators need a system that (i) allows for directly expressing a query using domain-specific constructs, (ii) that delivers the performance required for interactive analysis, and (iii) that is not affected by a continuously arriving stream of semi-structured data.
This talk covers the design and implementation plans of a distributed analytics platform that meets these requirements. Well-proven Google architectures like GFS, BigTable, Chubby, and Dremel heavily influenced the design of the system, which leverages bitmap indexes to meet the interactive query requirements. The goal is to develop a prototype ready for production usage in the next few months and obtain feedback from using it on various large-scale sites serving tens of thousands of machines.
Security and Privacy Issues of Fog Computing: A SurveyHarshitParkar6677
Abstract. Fog computing is a promising computing paradigm that ex-
tends cloud computing to the edge of networks. Similar to cloud comput-
ing but with distinct characteristics, fog computing faces new security
and privacy challenges besides those inherited from cloud computing. In
this paper, we have surveyed these challenges and corresponding solu-
tions in a brief manner.
PROnet is an NSF-supported research project being conducted by researchers at the University of Texas at Dallas. PROnet is dedicated to enabling the design, development, demonstration and deployment of innovative ultrahigh-speed low-latency applications being created in and across North Texas and beyond.
This document discusses the risks, countermeasures, costs and benefits of cloud computing. It identifies key risks like cyberattacks, lack of data location control, complex trust boundaries that make investigations difficult, and privacy issues. It recommends solutions like well-defined policies, service level agreements, continuous risk assessments, encryption, and guidance from NIST. While cloud computing offers cost savings and flexibility, users are ultimately responsible for security and must approach cloud adoption with care given its immature nature and risks.
Fragmentation of Data in Large-Scale System For Ideal Performance and SecurityEditor IJCATR
Cloud computing is becoming prominent trend which offers the number of significant advantages. One of the ground laying
advantage of the cloud computing is the pay-as-per-use, where according to the use of the services, the customer has to pay. At present,
user’s storage availability improves the data generation. There is requiring farming out such large amount of data. There is indefinite
large number of Cloud Service Providers (CSP). The Cloud Service Providers is increasing trend for many number of organizations and
as well as for the customers that decreases the burden of the maintenance and local data storage. In cloud computing transferring data to
the third party administrator control will give rise to security concerns. Within the cloud, compromisation of data may occur due to
attacks by the unauthorized users and nodes. So, in order to protect the data in cloud the higher security measures are required and also
to provide security for the optimization of the data retrieval time. The proposed system will approach the issues of security and
performance. Initially in the DROPS methodology, the division of the files into fragments is done and replication of those fragmented
data over the cloud node is performed. Single fragment of particular file can be stored on each of the nodes which ensure that no
meaningful information is shown to an attacker on a successful attack. The separation of the nodes is done by T-Coloring in order to
prohibit an attacker to guess the fragment’s location. The complete data security is ensured by DROPS methodology
Presentation and speaking notes on a practical approach for privacy protection designed for academic researchers, but open to all working on research, human rights, charities etc.
Strategy and threat modelling
5 Tactics (Go Offline, Technological solutions, Chaos, Transparency, Limitation)
The Challenges
This document summarizes Kaitlin Thaney's presentation on knowledge sharing in science. It discusses how (1) information sharing is fundamental to scholarship but most useful knowledge remains inaccessible or stuck in outdated formats, (2) opening access to scientific publications and data through strategies like open access and public domain waivers can help address these issues, and (3) investing in open cyberinfrastructure that uses standards and facilitates integration is also important for enabling knowledge sharing and collaboration at large scale.
The Death Of Computer Forensics: Digital Forensics After the SingularityTech and Law Center
The document summarizes a workshop discussion on the challenges of digital forensics in the cloud computing era. Participants including lawyers, computer scientists, and law enforcement discussed both technical and legal issues.
Key technical challenges discussed were that cloud computing data is distributed across networks in various deployment models, requiring different forensic techniques. Additionally, in cloud systems data may not remain in one location as in traditional forensics, and encryption of data in transit and execution makes analysis more difficult.
Legal issues around jurisdiction and access to cloud data across international borders were also raised. The group aims to draft a paper further exploring these challenges to digital forensics in light of increased cloud computing.
Matthias Vallentin - Towards Interactive Network Forensics and Incident Respo...boundary_slides
Incident response, post-facto forensics, and network troubleshooting rely on the ability to quickly extract relevant information. To this end, security analysts and network operators need a system that (i) allows for directly expressing a query using domain-specific constructs, (ii) that delivers the performance required for interactive analysis, and (iii) that is not affected by a continuously arriving stream of semi-structured data.
This talk covers the design and implementation plans of a distributed analytics platform that meets these requirements. Well-proven Google architectures like GFS, BigTable, Chubby, and Dremel heavily influenced the design of the system, which leverages bitmap indexes to meet the interactive query requirements. The goal is to develop a prototype ready for production usage in the next few months and obtain feedback from using it on various large-scale sites serving tens of thousands of machines.
Security and Privacy Issues of Fog Computing: A SurveyHarshitParkar6677
Abstract. Fog computing is a promising computing paradigm that ex-
tends cloud computing to the edge of networks. Similar to cloud comput-
ing but with distinct characteristics, fog computing faces new security
and privacy challenges besides those inherited from cloud computing. In
this paper, we have surveyed these challenges and corresponding solu-
tions in a brief manner.
PROnet is an NSF-supported research project being conducted by researchers at the University of Texas at Dallas. PROnet is dedicated to enabling the design, development, demonstration and deployment of innovative ultrahigh-speed low-latency applications being created in and across North Texas and beyond.
This document discusses the risks, countermeasures, costs and benefits of cloud computing. It identifies key risks like cyberattacks, lack of data location control, complex trust boundaries that make investigations difficult, and privacy issues. It recommends solutions like well-defined policies, service level agreements, continuous risk assessments, encryption, and guidance from NIST. While cloud computing offers cost savings and flexibility, users are ultimately responsible for security and must approach cloud adoption with care given its immature nature and risks.
Fragmentation of Data in Large-Scale System For Ideal Performance and SecurityEditor IJCATR
Cloud computing is becoming prominent trend which offers the number of significant advantages. One of the ground laying
advantage of the cloud computing is the pay-as-per-use, where according to the use of the services, the customer has to pay. At present,
user’s storage availability improves the data generation. There is requiring farming out such large amount of data. There is indefinite
large number of Cloud Service Providers (CSP). The Cloud Service Providers is increasing trend for many number of organizations and
as well as for the customers that decreases the burden of the maintenance and local data storage. In cloud computing transferring data to
the third party administrator control will give rise to security concerns. Within the cloud, compromisation of data may occur due to
attacks by the unauthorized users and nodes. So, in order to protect the data in cloud the higher security measures are required and also
to provide security for the optimization of the data retrieval time. The proposed system will approach the issues of security and
performance. Initially in the DROPS methodology, the division of the files into fragments is done and replication of those fragmented
data over the cloud node is performed. Single fragment of particular file can be stored on each of the nodes which ensure that no
meaningful information is shown to an attacker on a successful attack. The separation of the nodes is done by T-Coloring in order to
prohibit an attacker to guess the fragment’s location. The complete data security is ensured by DROPS methodology
Presentation and speaking notes on a practical approach for privacy protection designed for academic researchers, but open to all working on research, human rights, charities etc.
Strategy and threat modelling
5 Tactics (Go Offline, Technological solutions, Chaos, Transparency, Limitation)
The Challenges
This document discusses the challenges of intellectual property (IP) protection with cloud computing. It provides background on cloud computing and how it is transforming computing. Some key challenges discussed include determining copyright infringement when software is downloaded from the cloud rather than purchased, issues around trade secrets and confidential data when information is stored in the cloud, and security issues regarding virtual machines and IP spoofing. The document also reviews literature on these topics and discusses India's laws around data privacy and their limitations in fully addressing privacy in cloud computing.
International Journal of Computational Engineering Research(IJCER)ijceronline
International Journal of Computational Engineering Research(IJCER) is an intentional online Journal in English monthly publishing journal. This Journal publish original research work that contributes significantly to further the scientific knowledge in engineering and Technology
Cloud Forensics: Drawbacks in Current Methodologies and Proposed SolutionIJERA Editor
The document summarizes research on cloud forensics and proposes a new framework. It discusses drawbacks in current cloud forensics methodologies, including an inability to collect evidence from all cloud subscribers and support future forensic objectives. The proposed framework aims to offer a forensic-friendly cloud platform that facilitates easy access to cloud evidence in a forensically-sound manner while minimizing non-essential data and maximizing reliability, relevance and authenticity of collected evidence.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
This document discusses information-centric networking (ICN) in mobile networks. It provides an overview of ICN and some key ICN approaches like content-centric networking (CCN) and service-centric networking (SCN). It discusses how ICN could benefit wireless networks by supporting receiver mobility and caching to reduce delay and network load. However, it notes source mobility and disruptions remain challenges for applying ICN in mobile networks. The document provides examples and diagrams to illustrate concepts like content distribution, naming, and routing in CCN, as well as how ICN could integrate mobile networks and cloud computing.
A Comprehensive Study on Vehicular Ad-Hoc Delay Tolerant Networking for Infra...inventionjournals
Generally, traditional networks presume the presence of some path between endpoints. Today, however, new applications, environments and types of devices are challenging these assumptions. In Delay Tolerant Networks (DTNs), an end-to-end path from source to destination may not exist. Nodes may connect and exchange their information in an opportunistic way. This book represents a broad overview of DTNs, particularly focusing on Vehicular Ad-hoc DTNs, their main characteristics, challenges and our research on this field. In the near future, cars are expected to be equipped with devices that will allow them to communicate wirelessly i.e. Wi-Fi. However, there will be strict restrictions to the duration of their connections with other vehicles, whereas the conditions of their links will greatly vary; DTNs as well as Ad-hoc DTNs present an attractive solution. Therefore, Vehicular Ad-hoc DTNs constitute an attractive research field. For practical implementation, we have used two Android devices for a little range of Wi-Fi. So, by this we are trying to give us better accuracy to go further. Thorough out this document, we have mentioned those techniques we came across and also those techniques and algorithms that we used in our proposed method.
Co-presented for the course INLS 720: Metadata Architectures and Applications at UNC SILS. Subsequently, we also presented at the February 2013 meeting of the UNC Scholarly Communications Working Group. This presentation covered copyright in the context of metadata re-use, plus two case studies (one examining Duke University Press and the other examining open bibliographic data).
USING A DEEP UNDERSTANDING OF NETWORK ACTIVITIES FOR SECURITY EVENT MANAGEMENTIJNSA Journal
With the growing deployment of host-based and network-based intrusion detection systems in increasingly
large and complex communication networks, managing low-level alerts from these systems becomes
critically important. Probes of multiple distributed firewalls (FWs), intrusion detection systems (IDSs) or
intrusion prevention systems (IPSs) are collected throughout a monitored network such that large series of
alerts (alert streams) need to be fused. An alert indicates an abnormal behavior, which could potentially be
a sign for an ongoing cyber attack. Unfortunately, in a real data communication network, administrators
cannot manage the large number of alerts occurring per second, in particular since most alerts are false
positives. Hence, an emerging track of security research has focused on alert correlation to better identify
true positive and false positive. To achieve this goal we introduce Mission Oriented Network Analysis
(MONA). This method builds on data correlation to derive network dependencies and manage security
events by linking incoming alerts to network dependencies.
Data Sharing and the Polar Information CommonsKaitlin Thaney
1. The document discusses challenges with applying traditional copyright licenses to data and proposes establishing norms rather than licenses to govern data sharing.
2. It suggests norms that promote open, accessible, and interoperable data by waiving all rights necessary for data extraction and reuse, while encouraging attribution and quality standards through terms of use rather than legal requirements.
3. The document argues that data should flow freely in an open infrastructure to support new uses and insights, and that data has more value when structured and annotated within such a system rather than treated as a private property.
Cloud computing and security issues in theIJNSA Journal
Cloud computing has formed the conceptual and infrastructural basis for tomorrow’s computing. The
global computing infrastructure is rapidly moving towards cloud based architecture. While it is important
to take advantages of could based computing by means of deploying it in diversified sectors, the security
aspects in a cloud based computing environment remains at the core of interest. Cloud based services and
service providers are being evolved which has resulted in a new business trend based on cloud technology.
With the introduction of numerous cloud based services and geographically dispersed cloud service
providers, sensitive information of different entities are normally stored in remote servers and locations
with the possibilities of being exposed to unwanted parties in situations where the cloud servers storing
those information are compromised. If security is not robust and consistent, the flexibility and advantages
that cloud computing has to offer will have little credibility. This paper presents a review on the cloud
computing concepts as well as security issues inherent within the context of cloud computing and cloud
infrastructure.
11.providing security to wireless packet networks by using optimized security...Alexander Decker
This document discusses providing security to wireless packet networks using an optimized security method. It proposes encrypting data packets when they are scheduled using the Blowfish encryption algorithm. This would secure the packets at the initial level of scheduling, preventing attackers from modifying packets even if they are delayed. The document outlines the Blowfish algorithm and its use of variable-length keys and data encryption in rounds to encrypt packets. It also describes the system model used and assumptions made, including modeling the wireless channel as a switch and defining packet attributes like arrival time, processing time, security level and deadline. Encrypting packets at the scheduling level with Blowfish aims to securely transmit real-time data over wireless networks.
The document discusses several reviews and responses related to theories of networks. It covers topics like how networks are used for control and surveillance. One review discusses the book "The Exploit" which analyzes networks and how their flaws can be exploited for change. The authors respond that networks should also be viewed as post-human and beyond human control. They raise questions about the ontology of networks and how humans should relate to increasingly technological systems.
This document provides an overview of computer networking including definitions of different types of networks like LAN, WAN, MAN, and wireless networks. It discusses networking methods like peer-to-peer and client-server models. It also summarizes the internet, intranet, network topology, protocols, network architecture, browsing, and web search engines.
Luis Roalter presents challenges and possibilities for distributed networks within the Robot Operating System (ROS). Some challenges include integrating robots and sensors into large intelligent environments, transitioning to IPv6, and addressing security concerns in large distributed networks. Possible solutions involve adopting IPv6 to allow identification of devices, enabling multiple master nodes to improve reliability, and implementing routing between networks with synchronization nodes. The goal is to allow ROS to scale to large, complex distributed systems like the "Internet of Things."
The document discusses covert channels, which are secret communication channels that violate security policies. It provides background on covert channels and defines them. It describes classic examples of covert channels from the 1980s that operated at the operating system level. It then discusses more modern covert channels that can operate over networks by encoding data in normally unused fields in network protocol headers, such as the IP ID or initial TCP sequence number fields. It notes that application proxies or firewalls can prevent many network covert channels by terminating and recreating network connections.
This document provides a history and survey of network firewall technologies. It discusses how firewalls have developed to filter network traffic at different layers of the ISO network model, from application to data link layers. The document also examines firewall policy specification, testing, theory, and challenges posed by new technologies. It aims to comprehensively review the peer-reviewed literature on firewall technologies and their development.
Presentation made by Dr. Tabrez Ahmad in the International Conference on "Open Sesame: Unlocking IP To Unleash The Commons".
A Joint Conference Under The Consilience Banner by: The Law & Technology Society (NLS) and Spicy IP, Supported by: MHRD Chair in IP, NLS. 28th & 29th May, 2016.
There are two basic types of firewalls:
1. Network layer firewalls make decisions based on source/destination addresses and ports in IP packets. They route traffic directly and are fast but can be fooled more easily.
2. Application layer firewalls use proxy servers and perform logging/auditing of all traffic passing through. They are more secure but can impact performance and transparency.
The distinction between the two types is blurring as technologies advance to incorporate aspects of both approaches. The appropriate type depends on individual network needs.
SECURITY PROPERTIES IN AN OPEN PEER-TO-PEER NETWORKIJNSA Journal
This paper proposes to address new requirements of confidentiality, integrity and availability properties fitting to peer-to-peer domains of resources. The enforcement of security properties in an open peer-topeer network remains an open problem as the literature have mainly proposed contribution on availability of resources and anonymity of users. That paper proposes a novel architecture that eases the administration of a peer-to-peer network. It considers a network of safe peer-to-peer clients in the sense that it is a commune client software that is shared by all the participants to cope with the sharing of various resources associated with different security requirements. However, our proposal deals with possible malicious peers that attempt to compromise the requested security properties. Despite the safety of an open peer-to-peer network cannot be formally guaranteed, since a end user has privileges on the target host, our solution provides several advanced security enforcement. First, it enables to formally define the requested security properties of the various shared resources. Second, it evaluates the trust and the reputation of the requesting peer by sending challenges that test the fairness of its peer-to-peer security policy. Moreover, it proposes an advanced Mandatory Access Control that enforces the required peer-to-peer security properties through an automatic projection of the requested properties onto SELinux policies. Thus, the SELinux system of the requesting peer is automatically configured with respect to the required peer-to-peer security properties. That solution prevents from a malicious peer that could use ordinary applications such as a video reader to access confidential files such as a video requesting fee paying. Since the malicious peer could try to abuse the system, SELinux challenges and traces are also used to evaluate the fairness of the requester. That paper ends with different research perspectives such as a dedicated MAC system for the peer-to-peer client and honeypots for testing the security of the proposed peer-to-peer infrastructure.
This document discusses the challenges of intellectual property (IP) protection with cloud computing. It provides background on cloud computing and how it is transforming computing. Some key challenges discussed include determining copyright infringement when software is downloaded from the cloud rather than purchased, issues around trade secrets and confidential data when information is stored in the cloud, and security issues regarding virtual machines and IP spoofing. The document also reviews literature on these topics and discusses India's laws around data privacy and their limitations in fully addressing privacy in cloud computing.
International Journal of Computational Engineering Research(IJCER)ijceronline
International Journal of Computational Engineering Research(IJCER) is an intentional online Journal in English monthly publishing journal. This Journal publish original research work that contributes significantly to further the scientific knowledge in engineering and Technology
Cloud Forensics: Drawbacks in Current Methodologies and Proposed SolutionIJERA Editor
The document summarizes research on cloud forensics and proposes a new framework. It discusses drawbacks in current cloud forensics methodologies, including an inability to collect evidence from all cloud subscribers and support future forensic objectives. The proposed framework aims to offer a forensic-friendly cloud platform that facilitates easy access to cloud evidence in a forensically-sound manner while minimizing non-essential data and maximizing reliability, relevance and authenticity of collected evidence.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
This document discusses information-centric networking (ICN) in mobile networks. It provides an overview of ICN and some key ICN approaches like content-centric networking (CCN) and service-centric networking (SCN). It discusses how ICN could benefit wireless networks by supporting receiver mobility and caching to reduce delay and network load. However, it notes source mobility and disruptions remain challenges for applying ICN in mobile networks. The document provides examples and diagrams to illustrate concepts like content distribution, naming, and routing in CCN, as well as how ICN could integrate mobile networks and cloud computing.
A Comprehensive Study on Vehicular Ad-Hoc Delay Tolerant Networking for Infra...inventionjournals
Generally, traditional networks presume the presence of some path between endpoints. Today, however, new applications, environments and types of devices are challenging these assumptions. In Delay Tolerant Networks (DTNs), an end-to-end path from source to destination may not exist. Nodes may connect and exchange their information in an opportunistic way. This book represents a broad overview of DTNs, particularly focusing on Vehicular Ad-hoc DTNs, their main characteristics, challenges and our research on this field. In the near future, cars are expected to be equipped with devices that will allow them to communicate wirelessly i.e. Wi-Fi. However, there will be strict restrictions to the duration of their connections with other vehicles, whereas the conditions of their links will greatly vary; DTNs as well as Ad-hoc DTNs present an attractive solution. Therefore, Vehicular Ad-hoc DTNs constitute an attractive research field. For practical implementation, we have used two Android devices for a little range of Wi-Fi. So, by this we are trying to give us better accuracy to go further. Thorough out this document, we have mentioned those techniques we came across and also those techniques and algorithms that we used in our proposed method.
Co-presented for the course INLS 720: Metadata Architectures and Applications at UNC SILS. Subsequently, we also presented at the February 2013 meeting of the UNC Scholarly Communications Working Group. This presentation covered copyright in the context of metadata re-use, plus two case studies (one examining Duke University Press and the other examining open bibliographic data).
USING A DEEP UNDERSTANDING OF NETWORK ACTIVITIES FOR SECURITY EVENT MANAGEMENTIJNSA Journal
With the growing deployment of host-based and network-based intrusion detection systems in increasingly
large and complex communication networks, managing low-level alerts from these systems becomes
critically important. Probes of multiple distributed firewalls (FWs), intrusion detection systems (IDSs) or
intrusion prevention systems (IPSs) are collected throughout a monitored network such that large series of
alerts (alert streams) need to be fused. An alert indicates an abnormal behavior, which could potentially be
a sign for an ongoing cyber attack. Unfortunately, in a real data communication network, administrators
cannot manage the large number of alerts occurring per second, in particular since most alerts are false
positives. Hence, an emerging track of security research has focused on alert correlation to better identify
true positive and false positive. To achieve this goal we introduce Mission Oriented Network Analysis
(MONA). This method builds on data correlation to derive network dependencies and manage security
events by linking incoming alerts to network dependencies.
Data Sharing and the Polar Information CommonsKaitlin Thaney
1. The document discusses challenges with applying traditional copyright licenses to data and proposes establishing norms rather than licenses to govern data sharing.
2. It suggests norms that promote open, accessible, and interoperable data by waiving all rights necessary for data extraction and reuse, while encouraging attribution and quality standards through terms of use rather than legal requirements.
3. The document argues that data should flow freely in an open infrastructure to support new uses and insights, and that data has more value when structured and annotated within such a system rather than treated as a private property.
Cloud computing and security issues in theIJNSA Journal
Cloud computing has formed the conceptual and infrastructural basis for tomorrow’s computing. The
global computing infrastructure is rapidly moving towards cloud based architecture. While it is important
to take advantages of could based computing by means of deploying it in diversified sectors, the security
aspects in a cloud based computing environment remains at the core of interest. Cloud based services and
service providers are being evolved which has resulted in a new business trend based on cloud technology.
With the introduction of numerous cloud based services and geographically dispersed cloud service
providers, sensitive information of different entities are normally stored in remote servers and locations
with the possibilities of being exposed to unwanted parties in situations where the cloud servers storing
those information are compromised. If security is not robust and consistent, the flexibility and advantages
that cloud computing has to offer will have little credibility. This paper presents a review on the cloud
computing concepts as well as security issues inherent within the context of cloud computing and cloud
infrastructure.
11.providing security to wireless packet networks by using optimized security...Alexander Decker
This document discusses providing security to wireless packet networks using an optimized security method. It proposes encrypting data packets when they are scheduled using the Blowfish encryption algorithm. This would secure the packets at the initial level of scheduling, preventing attackers from modifying packets even if they are delayed. The document outlines the Blowfish algorithm and its use of variable-length keys and data encryption in rounds to encrypt packets. It also describes the system model used and assumptions made, including modeling the wireless channel as a switch and defining packet attributes like arrival time, processing time, security level and deadline. Encrypting packets at the scheduling level with Blowfish aims to securely transmit real-time data over wireless networks.
The document discusses several reviews and responses related to theories of networks. It covers topics like how networks are used for control and surveillance. One review discusses the book "The Exploit" which analyzes networks and how their flaws can be exploited for change. The authors respond that networks should also be viewed as post-human and beyond human control. They raise questions about the ontology of networks and how humans should relate to increasingly technological systems.
This document provides an overview of computer networking including definitions of different types of networks like LAN, WAN, MAN, and wireless networks. It discusses networking methods like peer-to-peer and client-server models. It also summarizes the internet, intranet, network topology, protocols, network architecture, browsing, and web search engines.
Luis Roalter presents challenges and possibilities for distributed networks within the Robot Operating System (ROS). Some challenges include integrating robots and sensors into large intelligent environments, transitioning to IPv6, and addressing security concerns in large distributed networks. Possible solutions involve adopting IPv6 to allow identification of devices, enabling multiple master nodes to improve reliability, and implementing routing between networks with synchronization nodes. The goal is to allow ROS to scale to large, complex distributed systems like the "Internet of Things."
The document discusses covert channels, which are secret communication channels that violate security policies. It provides background on covert channels and defines them. It describes classic examples of covert channels from the 1980s that operated at the operating system level. It then discusses more modern covert channels that can operate over networks by encoding data in normally unused fields in network protocol headers, such as the IP ID or initial TCP sequence number fields. It notes that application proxies or firewalls can prevent many network covert channels by terminating and recreating network connections.
This document provides a history and survey of network firewall technologies. It discusses how firewalls have developed to filter network traffic at different layers of the ISO network model, from application to data link layers. The document also examines firewall policy specification, testing, theory, and challenges posed by new technologies. It aims to comprehensively review the peer-reviewed literature on firewall technologies and their development.
Presentation made by Dr. Tabrez Ahmad in the International Conference on "Open Sesame: Unlocking IP To Unleash The Commons".
A Joint Conference Under The Consilience Banner by: The Law & Technology Society (NLS) and Spicy IP, Supported by: MHRD Chair in IP, NLS. 28th & 29th May, 2016.
There are two basic types of firewalls:
1. Network layer firewalls make decisions based on source/destination addresses and ports in IP packets. They route traffic directly and are fast but can be fooled more easily.
2. Application layer firewalls use proxy servers and perform logging/auditing of all traffic passing through. They are more secure but can impact performance and transparency.
The distinction between the two types is blurring as technologies advance to incorporate aspects of both approaches. The appropriate type depends on individual network needs.
SECURITY PROPERTIES IN AN OPEN PEER-TO-PEER NETWORKIJNSA Journal
This paper proposes to address new requirements of confidentiality, integrity and availability properties fitting to peer-to-peer domains of resources. The enforcement of security properties in an open peer-topeer network remains an open problem as the literature have mainly proposed contribution on availability of resources and anonymity of users. That paper proposes a novel architecture that eases the administration of a peer-to-peer network. It considers a network of safe peer-to-peer clients in the sense that it is a commune client software that is shared by all the participants to cope with the sharing of various resources associated with different security requirements. However, our proposal deals with possible malicious peers that attempt to compromise the requested security properties. Despite the safety of an open peer-to-peer network cannot be formally guaranteed, since a end user has privileges on the target host, our solution provides several advanced security enforcement. First, it enables to formally define the requested security properties of the various shared resources. Second, it evaluates the trust and the reputation of the requesting peer by sending challenges that test the fairness of its peer-to-peer security policy. Moreover, it proposes an advanced Mandatory Access Control that enforces the required peer-to-peer security properties through an automatic projection of the requested properties onto SELinux policies. Thus, the SELinux system of the requesting peer is automatically configured with respect to the required peer-to-peer security properties. That solution prevents from a malicious peer that could use ordinary applications such as a video reader to access confidential files such as a video requesting fee paying. Since the malicious peer could try to abuse the system, SELinux challenges and traces are also used to evaluate the fairness of the requester. That paper ends with different research perspectives such as a dedicated MAC system for the peer-to-peer client and honeypots for testing the security of the proposed peer-to-peer infrastructure.
A firewall is a network security device that controls incoming and outgoing network traffic based on a set of security rules. It protects internal networks from unauthorized external access. There are three main types of firewalls: network layer firewalls that filter traffic at the IP level, application layer firewalls that filter traffic by application, and proxy firewalls that intercept traffic and act as an intermediary. Firewalls use packet filtering, proxy services, or stateful inspection to screen traffic and enforce the security policy of an organization. They help control access between networks with different trust levels, such as between the highly trusted internal network and the less trusted internet.
A firewall is a network security device that controls incoming and outgoing network traffic based on a set of security rules. It protects internal networks from unauthorized external access. There are three main types of firewalls: network layer firewalls that filter traffic at the IP level, application layer firewalls that filter traffic by application, and proxy firewalls that intercept traffic and act as an intermediary. Firewalls use packet filtering, proxy services, or stateful inspection to screen traffic and enforce the security policy of an organization. They help control access between networks with different trust levels, such as between the highly trusted internal network and the less trusted internet.
Network security is becoming increasingly important as more data needs to be monitored and protected from threats. Protecting a network involves various factors like password authentication, access control, software updates, antivirus software, firewalls, and intrusion detection tools. As threats become more sophisticated, companies need security departments and must go beyond just firewalls to adequately safeguard their networks and data.
The document discusses the history and development of computer networks. It explains that early computer systems were mainframes designed for time-sharing that connected multiple users. In the 1960s, the military developed wide-area networks to allow communication between bases. Networking continued to expand in the 1970s-1980s as businesses, schools, and governments needed faster networks to handle more users. The document also provides background on the development of personal computers and modems, which enabled new types of networks in homes and small businesses.
This document discusses online communication and the internet. It defines online communication as reading, writing and communicating via networked computers, which originated in the 1960s. It then discusses key features of online communication like interactivity, virtuality and hypertextuality. It also covers strengths like facilitating networking and collaboration, and weaknesses like technical issues and information overload. The document also provides details on internet networks, components like clients, servers, nodes and transmission lines, as well as protocols that allow communication between devices.
Distributed Semantic Search System (DSSS)Isuru Vincent
The document describes a distributed computing project to develop a distributed semantic search system. It lists the team members and identifies key challenges including billing users for downloads and providing confidentiality of downloaded files. It then describes several detected problems in existing systems like searching, availability, reliability, concurrency, performance, caching and security. Proposed solutions are provided for each problem such as using middleware for indexing, replication for availability, authentication and encryption for security. The document also discusses management, scalability and prioritization among users.
FreeSpeak- Anonymous messaging over on-demand cloud servicesPablo Panero
This document proposes the design of an anonymous messaging system called FreeSpeak that uses cloud computing and virtualization. The system routes messages through ephemeral virtual nodes similar to fast-flux networks to provide anonymity. However, some key components need high availability so they are protected using Tor hidden services. Both onion routing and public-key encryption are used to encrypt messages and protect them from unauthorized access as virtual nodes alone do not ensure anonymity. The system aims to take advantage of cloud computing features not fully used by other anonymous networks and services.
Analysis of threats and security issues evaluation in mobile P2P networks IJECEIAES
Technically, mobile P2P network system architecture can consider as a distributed architecture system (like a community), where the nodes or users can share all or some of their own software and hardware resources such as (applications store, processing time, storage, network bandwidth) with the other nodes (users) through Internet, and these resources can be accessible directly by the nodes in that system without the need of a central coordination node. The main structure of our proposed network architecture is that all the nodes are symmetric in their functions. In this work, the security issues of mobile P2P network system architecture such as (web threats, attacks and encryption) will be discussed deeply and then we propose different approaches and we analysis and evaluation of these mobile P2P network security issues and submit some proposal solutions to resolve the related problems with threats and other different attacks since these threats and attacks will be serious issue as networks are growing up especially with mobility attribute in current P2P networks.
This document discusses the development of a novel pattern detection processor using an adaptively divisible dual-port BiTCAM (binary ternary content-addressable memory) to achieve high-throughput, low-power and low-cost pattern detection for mobile devices. The proposed dual-port BiTCAM architecture uses a dual-port AND-type match-line scheme with dual-port active AND gates. This allows for shared storage spaces to reduce power consumption through improved storage efficiency. The divisible BiTCAM also provides flexibility to regularly update the virus database.
The transport layer in computer networking provides host-to-host communication services for applications. It provides functions like connection-oriented data streams, reliability, flow control, and multiplexing. Common transport layer protocols include TCP, UDP, SCTP, and SPX. The OSI transport layer defines five classes of connection-mode protocols: class 0 (unacknowledged mode), class 1 (acknowledged mode), class 2 (numbered mode), class 3 (alternate mode), and class 4 (unconfirmed mode).
The document discusses the elements of communication, including message source, destination, and channel. It describes hardware components like laptops, switches, and cabling that make up network platforms. It also discusses network services, processes, and end devices that interface between humans and the communication network. Examples of end devices include computers, printers, phones, security cameras, and mobile devices.
During the last years, file sharing of copyright-protected material, particularly in peer- to-peer (P2P) networks, has been a serious threat to the established business models of the content industry. There have been numerous discussions about possible counter- measures, some of which have already been implemented. This white paper aims to provide an as objective as possible assessment of the countermeasures for P2P from the perspective of a network device vendor with particular experience with Internet traffic management solutions.
This document provides an overview of the course "Information & Communication Technology – 2 (ICT-2)" which covers Internet fundamentals and web tools. The 5 units cover topics such as networking concepts, internet services, internet applications like browsers and social media, email fundamentals, web terminology, HTML basics for creating simple web documents, and more. Key concepts discussed include data communication, network devices, transmission media, and common network protocols.
"This presentation was created through wide-ranged research and is intended specially for everyone interested in network technology".
-BRIAN S. CUNAL
KALINGA-APAYAO STATE COLLEGE
IT Instructor.
O C T O B E R 2 0 1 4 V O L . 5 7 N O . 1 0 .docxvannagoforth
O C T O B E R 2 0 1 4 | V O L . 5 7 | N O . 1 0 | C O M M U N I C AT I O N S O F T H E A C M 25
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Inside Risks
Risks and Myths
of Cloud Computing
and Cloud Storage
Considering existing and new types of risks inherent in cloud services.
insider misuse may create additional
risks. All these risks are relevant to many
different types of applications. As one
example, from users’ perspectives, hav-
ing unencrypted email maintained by a
cloud provider may be particularly risky.
The basic concept of cloud comput-
ing and cloud storage has a lineage
spanning two generations, with sig-
nificant experience in designing and
administering these systems. Time-
C
L O U D C O M P U T I N G A N D stor-
age are often seen as gen-
eral blessings, if not finan-
cial salvations. There are
good reasons behind this
claim. Cloud services are indeed usu-
ally much cheaper than their dedi-
cated counterparts. Administration
and management oversight are sim-
pler under a single, central authority.
Small businesses and startups have
taken advantage, using low-cost cloud
services during their first few years.
Cloud platforms are critical avenues
to getting started for many companies,
giving them access to many customers
at low cost. Many business leaders see
the cloud as an engine for small busi-
nesses and job creation.
Cloud storage services are also a
boon for individual users, most of
whom do not back up their comput-
ers and mobile devices regularly or at
all. Cheap, automatic backup to cloud
storage protects their valuable data
from loss.
Despite all these bounties, cloud ser-
vices also present new kinds of risks,
which are considered here. Prospective
cloud users should evaluate these risks
before making their decisions about
how to use clouds. The main issue is that
expectations of trustworthiness may be
unrealistic. Confidentiality, system in-
tegrity, data integrity, reliability, robust-
ness, resilience may be questionable.
Protection against surveillance, and
denials of service are essential, as are
perpetual access and long-term com-
patibility of stored data. The integrity,
accountability, and trustworthiness of
potentially untrustworthy third parties
and even unknown nth parties must
also be considered. Those parties may
have business models that are radically
incompatible with user needs; further-
more, they might go out of business—
with users holding the bag. Moreover,
DOI:10.1145/2661049 Peter G. Neumann
http://dx.doi.org/10.1145/2661049
26 C O M M U N I C AT I O N S O F T H E A C M | O C T O B E R 2 0 1 4 | V O L . 5 7 | N O . 1 0
viewpoints
compromises can be found in the ACM
Risks Forum: http://www.risks.org.)
˲ Dropbox’s sharing services were
hacked, resulting from a security hole
in its link-sharing scheme. The ex-
ploits were also disseminated by the
perpetrator ...
This document provides instructions for adding a virtual hard disk drive to a virtual machine. It explains that you can add an existing disk image or create a new blank disk. The steps are to open the virtual machine configuration, add hardware by selecting a hard disk, and then choose whether to use a new or existing disk image file. It also notes limitations on the number and types of disk drives allowed.
Hadoop is a distributed processing framework that operates on a master-slave architecture. The master node runs the NameNode, JobTracker, and SecondaryNameNode processes. The NameNode manages the file system metadata and location information for data stored across the DataNodes on slave nodes. The JobTracker manages job scheduling and coordination, assigning tasks to TaskTrackers on slaves. The SecondaryNameNode provides backup support in case the NameNode fails. Hadoop uses MapReduce as a programming model where user code is run as Maps on data subsets and the outputs are aggregated by Reduces.
The document proposes a Cloud Information Accountability (CIA) framework to provide accountability in cloud computing. The CIA framework uses a decentralized, automatic logging mechanism to track data access and usage in the cloud. It includes a logger that is strongly coupled with user data and can enforce access and usage policies. The CIA also features a log harmonizer that collects logs periodically and allows users to audit how their data is being used and ensure service agreements are being followed. The goal is to increase trust for cloud users by giving them greater visibility and control over their data.
This document provides an overview of cloud computing, including its benefits, risks, and considerations for implementation. It discusses how cloud computing can reduce costs while accelerating innovation by providing on-demand access to resources and applications. However, it also notes security and compliance risks that must be addressed. The document provides guidance on evaluating cloud computing options and applications, asking the right questions of providers, and testing solutions before full deployment. The goal is to help organizations strategically decide when and how to adopt cloud computing services.
This document provides an overview of the Hadoop framework. It describes the key components of Hadoop including the NameNode, DataNodes, JobTracker, TaskTracker, and SecondaryNameNode. The NameNode manages file metadata and location information stored across DataNodes. The JobTracker schedules and tracks jobs on TaskTrackers running on slave nodes. The SecondaryNameNode helps recover metadata if the NameNode fails. Hadoop uses a master/slave architecture with the NameNode and JobTracker on the master and DataNodes and TaskTrackers on slave nodes.
This 3-slide presentation provides a brief overview without going into detail on any of the slides. The slides are numbered consecutively but do not contain any other identifying information or content to summarize.
Women owned businesses generated $950.6 billion in revenues in 2002 and employed 7.2 million workers. Additionally, 2.7 million firms owned equally by men and women generated $731.1 billion in revenues and employed 5.7 million more workers. In India, while women make up the majority of the population, entrepreneurship remains male-dominated. Women entrepreneurs face challenges such as lack of confidence, socio-cultural barriers, and lack of awareness about financial assistance programs. Promoting women's entrepreneurship can help achieve sustainable development goals by providing more economic opportunities for women.
This very short document does not contain enough contextual information to generate a meaningful 3 sentence summary. The document only states "This is my text doicument" without any other details.
This document provides instructions for adding a virtual hard disk drive to a virtual machine. It explains that you can add an existing disk image or create a new blank disk. The steps are to open the virtual machine configuration, add hardware by selecting a hard disk, and then choose whether to use a new or existing disk image file. It also notes limitations on the number and types of disk drives allowed.
This document provides an overview of the Hadoop framework. It describes the key components of Hadoop including the NameNode, DataNodes, JobTracker, TaskTracker, and SecondaryNameNode. The NameNode manages file metadata and location information stored across DataNodes. The JobTracker schedules and tracks jobs on TaskTrackers running on slave nodes. The SecondaryNameNode helps recover metadata if the NameNode fails. Hadoop uses a master/slave architecture with the NameNode and JobTracker on the master and DataNodes and TaskTrackers on slave nodes.
This document provides an overview of adaptive content and how to implement it. The key points are:
1. Adaptive content is content that adapts to the needs of the customer based on their traits, history, and intentions. It involves personalizing the content mix, priority, navigation and more.
2. Developing an adaptive content strategy requires understanding users through personas and journeys, then modeling the appropriate content mix.
3. Technically, adaptive content systems segment users, layer on context, and personalize based on rules to deliver the right content to the right user at the right time across devices and channels. The technology should follow the content strategy.
BuzzFeed began in 2006 as an experiment called "BuzzFeed Labs" by founder Jonah Peretti while he was working at The Huffington Post. Peretti left Huffington Post in 2011 to focus full-time on BuzzFeed, which now receives 150 monthly unique visitors and projects $120 million in revenue for the year. BuzzFeed's viral strategy relies on sharing content through social networks rather than traditional media channels. They focus on creating content that will resonate and be shared widely through social platforms like Facebook and Twitter.
This very short document consists of only 4 words - "how", "and", "when", "did it happen" - suggesting it is asking about the details of some unspecified event, including how it occurred, whether anything else accompanied it, and when in time it took place.
This very short document does not contain enough information to generate a meaningful 3 sentence summary. It consists of only numbers without any accompanying context or details.
This short document promotes creating Haiku Deck presentations on SlideShare and encourages the reader to get started making their own presentation. It suggests the reader may feel inspired to create a Haiku Deck presentation and provides a call to action to get started doing so.
This short document promotes the creation of Haiku Deck presentations on SlideShare and includes photos taken by three different photographers. It encourages the viewer to get started making their own Haiku Deck presentation on SlideShare by including the prompt "Inspired? Create your own Haiku Deck presentation on SlideShare! GET STARTED".
A photo shows an inspiring landscape scene. The caption suggests being inspired to create your own Haiku Deck presentation. Viewers are encouraged to get started making their own presentations on SlideShare.
This document summarizes lessons that can be learned from the character Frank Underwood in the TV show House of Cards about engaging customers. It outlines five lessons: 1) Build trust with customers by listening to them and personalizing their experiences. 2) Meet customers where they are, such as on mobile. 3) Focus on long-term relationships rather than one-time transactions. 4) Personalize messaging based on individual customer attributes and behavior. 5) Start implementing engagement strategies quickly with a focus on short-term wins to build momentum. Each lesson includes a quote from the show to illustrate the point and suggestions for applying the lesson to customer engagement.
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
Dive into the realm of operating systems (OS) with Pravash Chandra Das, a seasoned Digital Forensic Analyst, as your guide. 🚀 This comprehensive presentation illuminates the core concepts, types, and evolution of OS, essential for understanding modern computing landscapes.
Beginning with the foundational definition, Das clarifies the pivotal role of OS as system software orchestrating hardware resources, software applications, and user interactions. Through succinct descriptions, he delineates the diverse types of OS, from single-user, single-task environments like early MS-DOS iterations, to multi-user, multi-tasking systems exemplified by modern Linux distributions.
Crucial components like the kernel and shell are dissected, highlighting their indispensable functions in resource management and user interface interaction. Das elucidates how the kernel acts as the central nervous system, orchestrating process scheduling, memory allocation, and device management. Meanwhile, the shell serves as the gateway for user commands, bridging the gap between human input and machine execution. 💻
The narrative then shifts to a captivating exploration of prominent desktop OSs, Windows, macOS, and Linux. Windows, with its globally ubiquitous presence and user-friendly interface, emerges as a cornerstone in personal computing history. macOS, lauded for its sleek design and seamless integration with Apple's ecosystem, stands as a beacon of stability and creativity. Linux, an open-source marvel, offers unparalleled flexibility and security, revolutionizing the computing landscape. 🖥️
Moving to the realm of mobile devices, Das unravels the dominance of Android and iOS. Android's open-source ethos fosters a vibrant ecosystem of customization and innovation, while iOS boasts a seamless user experience and robust security infrastructure. Meanwhile, discontinued platforms like Symbian and Palm OS evoke nostalgia for their pioneering roles in the smartphone revolution.
The journey concludes with a reflection on the ever-evolving landscape of OS, underscored by the emergence of real-time operating systems (RTOS) and the persistent quest for innovation and efficiency. As technology continues to shape our world, understanding the foundations and evolution of operating systems remains paramount. Join Pravash Chandra Das on this illuminating journey through the heart of computing. 🌟
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
Taking AI to the Next Level in Manufacturing.pdfssuserfac0301
Read Taking AI to the Next Level in Manufacturing to gain insights on AI adoption in the manufacturing industry, such as:
1. How quickly AI is being implemented in manufacturing.
2. Which barriers stand in the way of AI adoption.
3. How data quality and governance form the backbone of AI.
4. Organizational processes and structures that may inhibit effective AI adoption.
6. Ideas and approaches to help build your organization's AI strategy.
This presentation provides valuable insights into effective cost-saving techniques on AWS. Learn how to optimize your AWS resources by rightsizing, increasing elasticity, picking the right storage class, and choosing the best pricing model. Additionally, discover essential governance mechanisms to ensure continuous cost efficiency. Whether you are new to AWS or an experienced user, this presentation provides clear and practical tips to help you reduce your cloud costs and get the most out of your budget.
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
Main news related to the CCS TSI 2023 (2023/1695)Jakub Marek
An English 🇬🇧 translation of a presentation to the speech I gave about the main changes brought by CCS TSI 2023 at the biggest Czech conference on Communications and signalling systems on Railways, which was held in Clarion Hotel Olomouc from 7th to 9th November 2023 (konferenceszt.cz). Attended by around 500 participants and 200 on-line followers.
The original Czech 🇨🇿 version of the presentation can be found here: https://www.slideshare.net/slideshow/hlavni-novinky-souvisejici-s-ccs-tsi-2023-2023-1695/269688092 .
The videorecording (in Czech) from the presentation is available here: https://youtu.be/WzjJWm4IyPk?si=SImb06tuXGb30BEH .
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfMalak Abu Hammad
Discover how MongoDB Atlas and vector search technology can revolutionize your application's search capabilities. This comprehensive presentation covers:
* What is Vector Search?
* Importance and benefits of vector search
* Practical use cases across various industries
* Step-by-step implementation guide
* Live demos with code snippets
* Enhancing LLM capabilities with vector search
* Best practices and optimization strategies
Perfect for developers, AI enthusiasts, and tech leaders. Learn how to leverage MongoDB Atlas to deliver highly relevant, context-aware search results, transforming your data retrieval process. Stay ahead in tech innovation and maximize the potential of your applications.
#MongoDB #VectorSearch #AI #SemanticSearch #TechInnovation #DataScience #LLM #MachineLearning #SearchTechnology
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
Nunit vs XUnit vs MSTest Differences Between These Unit Testing Frameworks.pdfflufftailshop
When it comes to unit testing in the .NET ecosystem, developers have a wide range of options available. Among the most popular choices are NUnit, XUnit, and MSTest. These unit testing frameworks provide essential tools and features to help ensure the quality and reliability of code. However, understanding the differences between these frameworks is crucial for selecting the most suitable one for your projects.
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
Digital Marketing Trends in 2024 | Guide for Staying AheadWask
https://www.wask.co/ebooks/digital-marketing-trends-in-2024
Feeling lost in the digital marketing whirlwind of 2024? Technology is changing, consumer habits are evolving, and staying ahead of the curve feels like a never-ending pursuit. This e-book is your compass. Dive into actionable insights to handle the complexities of modern marketing. From hyper-personalization to the power of user-generated content, learn how to build long-term relationships with your audience and unlock the secrets to success in the ever-shifting digital landscape.
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Darknet5 (1)
1. The Darknet and the Future of Content Distribution
Peter Biddle, Paul England, Marcus Peinado, and Bryan Willman
Microsoft Corporation1
Abstract
We investigate the darknet – a collection of networks and technologies
used to share digital content. The darknet is not a separate physical
network but an application and protocol layer riding on existing
networks. Examples of darknets are peer-to-peer file sharing, CD and
DVD copying, and key or password sharing on email and newsgroups.
The last few years have seen vast increases in the darknet’s
aggregate bandwidth, reliability, usability, size of shared library, and
availability of search engines. In this paper we categorize and analyze
existing and future darknets, from both the technical and legal
perspectives. We speculate that there will be short-term impediments
to the effectiveness of the darknet as a distribution mechanism, but
ultimately the darknet-genie will not be put back into the bottle. In view
of this hypothesis, we examine the relevance of content protection and
content distribution architectures.
1 Introduction
People have always copied things. In the past, most items of value were physical
objects. Patent law and economies of scale meant that small scale copying of physical
objects was usually uneconomic, and large-scale copying (if it infringed) was stoppable
using policemen and courts. Today, things of value are increasingly less tangible: often
they are just bits and bytes or can be accurately represented as bits and bytes. The
widespread deployment of packet-switched networks and the huge advances in computers
and codec-technologies has made it feasible (and indeed attractive) to deliver such digital
works over the Internet. This presents great opportunities and great challenges. The
opportunity is low-cost delivery of personalized, desirable high-quality content. The
challenge is that such content can be distributed illegally. Copyright law governs the
legality of copying and distribution of such valuable data, but copyright protection is
increasingly strained in a world of programmable computers and high-speed networks.
For example, consider the staggering burst of creativity by authors of computer
programs that are designed to share audio files. This was first popularized by Napster, but
today several popular applications and services offer similar capabilities. CD-writers have
become mainstream, and DVD-writers may well follow suit. Hence, even in the absence
of network connectivity, the opportunity for low-cost, large-scale file sharing exists.
1.1 The Darknet
Throughout this paper, we will call the shared items (e.g. software programs, songs,
movies, books, etc.) objects. The persons who copy objects will be called users of the
darknet, and the computers used to share objects will be called hosts.
The idea of the darknet is based upon three assumptions:
1
Statements in this paper represent the opinions of the authors and not necessarily the
position of Microsoft Corporation.
2. 1. Any widely distributed object will be available to a fraction of users in a form
that permits copying.
2. Users will copy objects if it is possible and interesting to do so.
3. Users are connected by high-bandwidth channels.
The darknet is the distribution network that emerges from the injection of objects
according to assumption 1 and the distribution of those objects according to assumptions
2 and 3.
One implication of the first assumption is that any content protection system will leak
popular or interesting content into the darknet, because some fraction of users--possibly
experts–will overcome any copy prevention mechanism or because the object will enter
the darknet before copy protection occurs.
The term “widely distributed” is intended to capture the notion of mass market
distribution of objects to thousands or millions of practically anonymous users. This is in
contrast to the protection of military, industrial, or personal secrets, which are typically not
widely distributed and are not the focus of this paper.
Like other networks, the darknet can be modeled as a directed graph with labeled
edges. The graph has one vertex for each user/host. For any pair of vertices (u,v), there is
a directed edge from u to v if objects can be copied from u to v. The edge labels can be
used to model relevant information about the physical network and may include
information such as bandwidth, delay, availability, etc. The vertices are characterized by
their object library, object requests made to other vertices, and object requests satisfied.
To operate effectively, the darknet has a small number of technological and
infrastructure requirements, which are similar to those of legal content distribution
networks. These infrastructure requirements are:
1. facilities for injecting new objects into the darknet (input)
2. a distribution network that carries copies of objects to users (transmission)
3. ubiquitous rendering devices, which allow users to consume objects (output)
4. a search mechanism to enable users to find objects (database)
5. storage that allows the darknet to retain objects for extended periods of time.
Functionally, this is mostly a caching mechanism that reduces the load and
exposure of nodes that inject objects.
The dramatic rise in the efficiency of the darknet can be traced back to the general
technological improvements in these infrastructure areas. At the same time, most attempts
to fight the darknet can be viewed as efforts to deprive it of one or more of the
infrastructure items. Legal action has traditionally targeted search engines and, to a lesser
extent, the distribution network. As we will describe later in the paper, this has been
partially successful. The drive for legislation on mandatory watermarking aims to deprive
the darknet of rendering devices. We will argue that watermarking approaches are
technically flawed and unlikely to have any material impact on the darknet. Finally, most
content protection systems are meant to prevent or delay the injection of new objects into
the darknet. Based on our first assumption, no such system constitutes an impenetrable
barrier, and we will discuss the merits of some popular systems.
We see no technical impediments to the darknet becoming increasingly efficient
(measured by aggregate library size and available bandwidth). However, the darknet, in
all its transport-layer embodiments, is under legal attack. In this paper, we speculate on
the technical and legal future of the darknet, concentrating particularly, but not exclusively,
on peer-to-peer networks.
The rest of this paper is structured as follows. Section 2 analyzes different
manifestations of the darknet with respect to their robustness to attacks on the
3. infrastructure requirements described above and speculates on the future development of
the darknet. Section 3 describes content protection mechanisms, their probable effect on
the darknet, and the impact of the darknet upon them. In sections 4 and 5, we speculate
on the scenarios in which the darknet will be effective, and how businesses may need to
behave to compete effectively with it.
2 The Evolution of the Darknet
We classify the different manifestations of the darknet that have come into existence
in recent years with respect to the five infrastructure requirements described and analyze
weaknesses and points of attack.
As a system, the darknet is subject to a variety of attacks. Legal action continues to
be the most powerful challenge to the darknet. However, the darknet is also subject to a
variety of other common threats (e.g. viruses, spamming) that, in the past, have lead to
minor disruptions of the darknet, but could be considerably more damaging.
In this section we consider the potential impact of legal developments on the darknet.
Most of our analysis focuses on system robustness, rather than on detailed legal
questions. We regard legal questions only with respect to their possible effect: the failure
of certain nodes or links (vertices and edges of the graph defined above). In this sense, we
are investigating a well known problem in distributed systems.
2.1 Early Small-Worlds Networks
Prior to the mid 1990s, copying was organized around groups of friends and
acquaintances. The copied objects were music on cassette tapes and computer
programs. The rendering devices were widely-available tape players and the computers of
the time – see Fig. 1. Content injection was trivial, since most objects were either not copy
protected or, if they were equipped with copy protection mechanisms, the mechanisms
were easily defeated. The distribution network was a “sneaker net” of floppy disks and
tapes (storage), which were handed in person between members of a group or were sent
by postal mail. The bandwidth of this network – albeit small by today’s standards – was
sufficient for the objects of the time. The main limitation of the sneaker net with its
mechanical transport layer was latency. It could take days or weeks to obtain a copy of an
object. Another serious limitation of these networks was the lack of a sophisticated search
engine.
There were limited attempts to prosecute individuals who were trying to sell
copyrighted objects they had obtained from the darknet (commercial piracy). However, the
darknet as a whole was never under significant legal threat. Reasons may have included
its limited commercial impact and the protection from legal surveillance afforded by
sharing amongst friends.
The sizes of object libraries available on such networks are strongly influenced by the
interconnections between the networks. For example, schoolchildren may copy content
from their “family network” to their “school network” and thereby increase the size of the
darknet object library available to each. Such networks have been studied extensively and
are classified as “interconnected small-worlds networks.” [24] There are several popular
examples of the characteristics of such systems. For example, most people have a social
group of a few score of people. Each of these people has a group of friends that partly
overlap with their friends’ friends, and also introduces more people. It is estimated that, on
average, each person is connected to every other person in the world by a chain of about
six people from which arises the term “six degrees of separation”.
4. These findings are remarkably broadly applicable (e.g. [20],[3]). The chains are on
average so short because certain super-peers have many links. In our example, some
people are gregarious and have lots of friends from different social or geographical
circles..
We suspect that these findings have implications for sharing on darknets, and we will
return to this point when we discuss the darknets of the future later in this paper.
The small-worlds darknet continues to exist. However, a number of technological
advances have given rise to new forms of the darknet that have superseded the small-
worlds for some object types (e.g. audio).
2.2 Central Internet Servers
By 1998, a new form of the darknet began to emerge from technological advances in
several areas. The internet had become mainstream, and as such its protocols and
infrastructure could now be relied upon by anyone seeking to connect users with a
centralized service or with each other. The continuing fall in the price of storage together
with advances in compression technology had also crossed the threshold at which storing
large numbers of audio files was no longer an obstacle to mainstream users. Additionally,
the power of computers had crossed the point at which they could be used as rendering
devices for multimedia content. Finally, “CD ripping” became a trivial method for content
injection.
The first embodiments of this new darknet were central internet servers with large
collections of MP3 audio files. A fundamental change that came with these servers was
5. the use of a new distribution network: The internet displaced the sneaker net – at least for
audio content. This solved several problems of the old darknet. First, latency was reduced
drastically.
Secondly, and more importantly, discovery of objects became much easier because
of simple and powerful search mechanisms – most importantly the general-purpose world-
wide-web search engine. The local view of the small world was replaced by a global view
of the entire collection accessible by all users. The main characteristic of this form of the
darknet was centralized storage and search – a simple architecture that mirrored
mainstream internet servers.
Centralized or quasi-centralized distribution and service networks make sense for
legal online commerce. Bandwidth and infrastructure costs tend to be low, and having
customers visit a commerce site means the merchant can display adverts, collect profiles,
and bill efficiently. Additionally, management, auditing, and accountability are much easier
in a centralized model.
However, centralized schemes work poorly for illegal object distribution because
large, central servers are large single points of failure: If the distributor is breaking the law,
it is relatively easy to force him to stop. Early MP3 Web and FTP sites were commonly
“hosted” by universities, corporations, and ISPs. Copyright-holders or their
representatives sent “cease and desist” letters to these web-site operators and web-
owners citing copyright infringement and in a few cases followed up with legal action [15].
The threats of legal action were successful attacks on those centralized networks, and
MP3 web and FTP sites disappeared from the mainstream shortly after they appeared.
2.3 Peer-to-Peer Networks
The realization that centralized networks are not robust to attack (be it legal or
technical) has spurred much of the innovation in peer-to-peer networking and file sharing
technologies. In this section, we examine architectures that have evolved. Early systems
were flawed because critical components remained centralized (Napster) or because of
inefficiencies and lack of scalability of the protocol (gnutella) [17]. It should be noted that
the problem of object location in a massively distributed, rapidly changing, heterogeneous
system was new at the time peer-to-peer systems emerged. Efficient and highly scalable
protocols have been proposed since then [9],[23].
2.3.1. Napster
Napster was the service that ignited peer-to-peer file sharing in 1999 [14]. There
should be little doubt that a major portion of the massive (for the time) traffic on Napster
was of copyrighted objects being transferred in a peer-to-peer model in violation of
copyright law. Napster succeeded where central servers had failed by relying on the
distributed storage of objects not under the control of Napster. This moved the injection,
storage, network distribution, and consumption of objects to users.
However, Napster retained a centralized database2
with a searchable index on the file
name. The centralized database itself became a legal target [15]. Napster was first
enjoined to deny certain queries (e.g. “Metallica”) and then to police its network for all
copyrighted content. As the size of the darknet indexed by Napster shrank, so did the
number of users. This illustrates a general characteristic of darknets: there is positive
feedback between the size of the object library and aggregate bandwidth and the appeal
of the network for its users.
2
Napster used a farm of weakly coupled databases with clients attaching to just one of the
server hosts.
6. 2.3.2. Gnutella
The next technology that sparked public interest in peer-to-peer file sharing was
Gnutella. In addition to distributed object storage, Gnutella uses a fully distributed
database described more fully in [13]. Gnutella does not rely upon any centralized server
or service – a peer just needs the IP address of one or a few participating peers to (in
principle) reach any host on the Gnutella darknet. Second, Gnutella is not really “run” by
anyone: it is an open protocol and anyone can write a Gnutella client application. Finally,
Gnutella and its descendants go beyond sharing audio and have substantial non-infringing
uses. This changes its legal standing markedly and puts it in a similar category to email.
That is, email has substantial non-infringing use, and so email itself is not under legal
threat even though it may be used to transfer copyrighted material unlawfully.
2.4 Robustness of Fully Distributed Darknets
Fully distributed peer-to-peer systems do not present the single points of failure that
led to the demise of central MP3 servers and Napster. It is natural to ask how robust these
systems are and what form potential attacks could take. We observe the following
weaknesses in Gnutella-like systems:
• Free riding
• Lack of anonymity
2.4.1 Free Riding
Peer-to-peer systems are often thought of as fully decentralized networks with copies
of objects uniformly distributed among the hosts. While this is possible in principle, in
practice, it is not the case. Recent measurements of libraries shared by gnutella peers
indicate that the majority of content is provided by a tiny fraction of the hosts [1]. In effect,
although gnutella appears to be a peer-to-peer network of cooperating hosts, in actual fact
it has evolved to effectively be another largely centralized system – see Fig. 2. Free riding
(i.e. downloading objects without sharing them) by many gnutella users appears to be
main cause of this development. Widespread free riding removes much of the power of
network dynamics and may reduce a peer-to-peer network into a simple unidirectional
distribution system from a small number of sources to a large number of destinations. Of
course, if this is the case, then the vulnerabilities that we observed in centralized systems
(e.g. FTP-servers) are present again. Free riding and the emergence of super-peers have
several causes:
Peer-to-peer file sharing assumes that a significant fraction of users adhere to the
somewhat post-capitalist idea of sacrificing their own resources for the “common good” of
the network. Most free-riders do not seem to adopt this idea. For example, with 56 kbps
modems still being the network connection for most users, allowing uploads constitutes a
tangible bandwidth sacrifice. One approach is to make collaboration mandatory. For
example, Freenet [6] clients are required to contribute some disk space. However,
enforcing such requirements without a central infrastructure is difficult.
Existing infrastructure is another reason for the existence of super-peers. There are
vast differences in the resources available to different types of hosts. For example, a T3
connection provides the combined bandwidth of about one thousand 56 kbps telephone
connections.
7. 2.4.2 Lack of Anonymity
Users of gnutella who share objects they have stored are not anonymous. Current
peer-to-peer networks permit the server endpoints to be determined, and if a peer-client
can determine the IP address and affiliation of a peer, then so can a lawyer or government
agency. This means that users who share copyrighted objects face some threat of legal
action. This appears to be yet another explanation for free riding.
There are some possible technological workarounds to the absence of endpoint
anonymity. We could imagine anonymizing routers, overseas routers, object
fragmentation, or some other means to complicate the effort required by law-enforcement
to determine the original source of the copyrighted bits. For example, Freenet tries to hide
the identity of the hosts storing any given object by means of a variety of heuristics,
including routing the object through intermediate hosts and providing mechanisms for easy
migration of objects to other hosts. Similarly, Mnemosyne [10] tries to organize object
storage, such that individual hosts may not know what objects are stored on them. It is
conjectured in [10] that this may amount to common-carrier status for the host. A detailed
analysis of the legal or technical robustness of these systems is beyond the scope of this
paper.
2.4.3 Attacks
In light of these weaknesses, attacks on gnutella-style darknets focus on their object
storage and search infrastructures. Because of the prevalence of super-peers, the gnutella
darknet depends on a relatively small set of powerful hosts, and these hosts are promising
targets for attackers.
Darknet hosts owned by corporations are typically easily removed. Often, these hosts
are set up by individual employees without the knowledge of corporate management.
Generally corporations respect intellectual property laws. This together with their
reluctance to become targets of lawsuits, and their centralized network of hierarchical
management makes it relatively easy to remove darknet hosts in the corporate domain.
While the structures at universities are typically less hierarchical and strict than those
of corporations, ultimately, similar rules apply. If the .com and .edu T1 and T3 lines were
pulled from under a darknet, the usefulness of the network would suffer drastically.
This would leave DSL, ISDN, and cable-modem users as the high-bandwidth servers
of objects. We believe limiting hosts to this class would present a far less effective piracy
network today from the perspective of acquisition because of the relative rarity of high-
bandwidth consumer connections, and hence users would abandon this darknet.
However, consumer broadband is becoming more popular, so in the long run it is probable
that there will be adequate consumer bandwidth to support an effective consumer darknet.
The obvious next legal escalation is to bring direct or indirect (through the affiliation)
challenges against users who share large libraries of copyrighted material. This is already
happening and the legal threats or actions appear to be successful [7]. This requires the
collaboration of ISPs in identifying their customers, which appears to be forthcoming due
to requirements that the carrier must take to avoid liability3
and, in some cases, because of
corporate ties between ISPs and content providers. Once again, free riding makes this
attack strategy far more tractable.
It is hard to predict further legal escalation, but we note that the DMCA (digital
millennium copyright act) is a far-reaching (although not fully tested) example of a law that
is potentially quite powerful. We believe it probable that there will be a few more rounds of
3
The Church of Scientology has been aggressive in pursuing ISPs that host its copyright
material on newsgroups. The suit that appeared most likely to result in a clear finding, filed
against Netcom, was settled out of court. Hence it is still not clear whether an ISP has a
responsibility to police the users of its network.
8. technical innovations to sidestep existing laws, followed by new laws, or new
interpretations of old laws, in the next few years.
2.4.4 Conclusions
All attacks we have identified exploit the lack of endpoint anonymity and are aided by
the effects of free riding. We have seen effective legal measures on all peer-to-peer
technologies that are used to provide effectively global access to copyrighted material.
Centralized web servers were effectively closed down. Napster was effectively closed
down. Gnutella and Kazaa are under threat because of free rider weaknesses and lack of
endpoint anonymity.
Lack of endpoint anonymity is a direct result of the globally accessible global object
database, and it is the existence of the global database that most distinguishes the newer
darknets from the earlier small worlds. At this point, it is hard to judge whether the darknet
will be able to retain this global database in the long term, but it seems seems clear that
legal setbacks to global-index peer-to-peer will continue to be severe.
However, should Gnutella-style systems become unviable as darknets, systems, such
as Freenet or Mnemosyne might take their place. Peer-to-peer networking and file sharing
does seem to be entering into the mainstream – both for illegal and legal uses. If we
couple this with the rapid build-out of consumer broadband, the dropping price of storage,
and the fact that personal computers are effectively establishing themselves as centers of
home-entertainment, we suspect that peer-to-peer functionality will remain popular and
become more widespread.
9. 2.5 Small Worlds Networks Revisited
In this section we try to predict the evolution of the darknet should global peer-to-peer
networks be effectively stopped by legal means. The globally accessible global database
is the only infrastructure component of the darknet that can be disabled in this way. The
other enabling technologies of the darknet (injection, distribution networks, rendering
devices, storage) will not only remain available, but rapidly increase in power, based on
general technological advances and the possible incorporation of cryptography. We stress
that the networks described in this section (in most cases) provide poorer services than
global network, and would only arise in the absence of a global database.
In the absence of a global database, small-worlds networks could again become the
prevalent form of the darknet. However, these small-worlds will be more powerful than
they were in the past. With the widespread availability of cheap CD and DVD readers and
writers as well as large hard disks, the bandwidth of the sneaker net has increased
dramatically, the cost of object storage has become negligible and object injection tools
have become ubiquitous. Furthermore, the internet is available as a distribution
mechanism that is adequate for audio for most users, and is becoming increasingly
adequate for video and computer programs. In light of strong cryptography, it is hard to
imagine how sharing could be observed and prosecuted as long as users do not share
with strangers.
In concrete terms, students in dorms will establish darknets to share content in their
social group. These darknets may be based on simple file sharing, DVD-copying, or may
use special application programs or servers: for example, a chat or instant-messenger
client enhanced to share content with members of your buddy-list. Each student will be a
member of other darknets: for example, their family, various special interest groups,
friends from high-school, and colleagues in part-time jobs (Fig. 3). If there are a few active
super-peers - users that locate and share objects with zeal - then we can anticipate that
content will rapidly diffuse between darknets, and relatively small darknets arranged
around social groups will approach the aggregate libraries that are provided by the global
darknets of today. Since the legal exposure of such sharing is quite limited, we believe that
sharing amongst socially oriented groups will increase unabated.
Small-worlds networks suffer somewhat from the lack of a global database; each user
can only see the objects stored by his small world neighbors. This raises a number of
interesting questions about the network structure and object flow:
10. • What graph structure will the network have? For example, will it be connected?
What will be the average distance between two nodes?
• Given a graph structure, how will objects propagate through the graph? In
particular, what fraction of objects will be available at a given node? How long
does it take for objects to propagate (diffuse) through the network?
Questions of this type have been studied in different contexts in a variety of fields
(mathematics, computer science, economics, and physics). A number of empirical studies
seek to establish structural properties of different types of small world networks, such as
social networks [20] and the world-wide web [3]. These works conclude that the diameter
of the examined networks is small, and observe further structural properties, such as a
power law of the degree distribution [5], A number of authors seek to model these
networks by means of random graphs, in order to perform more detailed mathematical
analysis on the models [2],[8],[21],[22] and, in particular, study the possibility of efficient
search under different random graph distributions [18],[19]. We will present a quantitative
study of the structure and dynamics of small-worlds networks in an upcoming paper, but to
summarize, small-worlds darknets can be extremely efficient for popular titles: very few
peers are needed to satisfy requests for top-20 books, songs, movies or computer
programs. If darknets are interconnected, we expect the effective introduction rate to be
large. Finally, if darknet clients are enhanced to actively seek out new popular content, as
opposed to the user-demand based schemes of today, small-worlds darknets will be very
efficient.
3 Introducing Content into the Darknet
Our analysis and intuition have led us to believe that efficient darknets – in global or
small-worlds form -- will remain a fact of life. In this section we examine rights-
management technologies that are being deployed to limit the introduction rate or
decrease the rate of diffusion of content into the darknet.
3.1 Conditional Access Systems
A conditional-access system is a simple form of rights-management system in which
subscribers are given access to objects based (typically) on a service contract. Digital
rights management systems often perform the same function, but typically impose
restrictions on the use of objects after unlocking.
Conditional access systems such as cable, satellite TV, and satellite radio offer little
or no protection against objects being introduced into the darknet from subscribing hosts.
A conditional-access system customer has no access to channels or titles to which they
are not entitled, and has essentially free use of channels that he has subscribed or paid
for. This means that an investment of ~$100 (at time of writing) on an analog video-
capture card is sufficient to obtain and share TV programs and movies. Some CA
systems provide post-unlock protections but they are generally cheap and easy to
circumvent.
Thus, conditional access systems provide a widely deployed, high-bandwidth source
of video material for the darknet. In practice, the large size and low cost of CA-provided
video content will limit the exploitation of the darknet for distributing video in the near-term.
The same can not be said of the use of the darknet to distribute conditional-access
system broadcast keys. At some level, each head-end (satellite or cable TV head-end)
uses an encryption key that must be made available to each customer (it is a broadcast),
11. and in the case of a satellite system this could be millions of homes. CA-system providers
take measures to limit the usefulness of exploited session keys (for example, they are
changed every few seconds), but if darknet latencies are low, or if encrypted broadcast
data is cached, then the darknet could threaten CA-system revenues.
We observe that the exposure of the conditional access provider to losses due to
piracy is proportional to the number of customers that share a session key. In this regard,
cable-operators are in a safer position than satellite operators because a cable operator
can narrowcast more cheaply.
3.2 DRM Systems
A classical-DRM system is one in which a client obtains content in protected (typically
encrypted) form, with a license that specifies the uses to which the content may be put.
Examples of licensing terms that are being explored by the industry are “play on these
three hosts,” “play once,” “use computer program for one hour,” etc.
The license and the wrapped content are presented to the DRM system whose
responsibility is to ensure that:
a) The client cannot remove the encryption from the file and send it to a peer,
b) The client cannot “clone” its DRM system to make it run on another host,
c) The client obeys the rules set out in the DRM license, and,
d) The client cannot separate the rules from the payload.
Advanced DRM systems may go further.
Some such technologies have been commercially very successful – the content
scrambling system used in DVDs, and (broadly interpreted) the protection schemes used
by conditional access system providers fall into this category, as do newer DRM systems
that use the internet as a distribution channel and computers as rendering devices. These
technologies are appealing because they promote the establishment of new businesses,
and can reduce distribution costs. If costs and licensing terms are appealing to producers
and consumers, then the vendor thrives. If the licensing terms are unappealing or
inconvenient, the costs are too high, or competing systems exist, then the business will
fail. The DivX “DVD” rental model failed on most or all of these metrics, but CSS-
protected DVDs succeeded beyond the wildest expectations of the industry.
On personal computers, current DRM systems are software-only systems using a
variety of tricks to make them hard to subvert. DRM enabled consumer electronics devices
are also beginning to emerge.
In the absence of the darknet, the goal of such systems is to have comparable
security to competing distribution systems – notably the CD and DVD – so that
programmable computers can play an increasing role in home entertainment. We will
speculate whether these strategies will be successful in the Sect. 5.
DRM systems strive to be BOBE (break-once, break everywhere)-resistant. That is,
suppliers anticipate (and the assumptions of the darknet predict) that individual instances
(clients) of all security-systems, whether based on hardware or software, will be subverted.
If a client of a system is subverted, then all content protected by that DRM client can be
unprotected. If the break can be applied to any other DRM client of that class so that all of
those users can break their systems, then the DRM-scheme is BOBE-weak. If, on the
other hand, knowledge gained breaking one client cannot be applied elsewhere, then the
DRM system is BOBE-strong.
Most commercial DRM-systems have BOBE-exploits, and we note that the darknet
applies to DRM-hacks as well. The CSS system is an exemplary BOBE-weak system.
The knowledge and code that comprised the De-CSS exploit spread uncontrolled around
12. the world on web-sites, newsgroups, and even T-shirts, in spite of the fact that, in
principle, the Digital Millennium Copyright Act makes it a crime to develop these exploits.
A final characteristic of existing DRM-systems is renewability. Vendors recognize the
possibility of exploits, and build systems that can be field-updated.
It is hard to quantify the effectiveness of DRM-systems for restricting the introduction
of content into the darknet from experience with existing systems. Existing DRM-systems
typically provide protection for months to years; however, the content available to such
systems has to date been of minimal interest, and the content that is protected is also
available in unprotected form. The one system that was protecting valuable content (DVD
video) was broken very soon after compression technology and increased storage
capacities and bandwidth enabled the darknet to carry video content.
3.3 Software
The DRM-systems described above can be used to provide protection for software, in
addition other objects (e.g. audio and video). Alternatively, copy protection systems for
computer programs may embed the copy protection code in the software itself.
The most important copy-protection primitive for computer programs is for the
software to be bound to a host in such a way that the program will not work on an
unlicensed machine. Binding requires a machine ID: this can be a unique number on a
machine (e.g. a network card MAC address), or can be provided by an external dongle.
For such schemes to be strong, two things must be true. First, the machine ID must
not be “virtualizable.” For instance, if it is trivial to modify a NIC driver to return an invalid
MAC address, then the software-host binding is easily broken. Second, the code that
performs the binding checks must not be easy to patch. A variety of technologies that
revolve around software tamper-resistance can help here [4].
We believe that binding software to a host is a more tractable problem than protecting
passive content, as the former only requires tamper resistance, while the latter also
requires the ability to hide and manage secrets. However, we observe that all software
copy-protection systems deployed thus far have bee broken. The definitions of BOBE-
strong and BOBE-weak apply similarly to software. Furthermore, software is as much
subject to the dynamics of the darknet as passive content.
4 Policing Hosts
If there are subverted hosts, then content will leak into the darknet. If the darknet is
efficient, then content will be rapidly propagated to all interested peers. In the light of this,
technologists are looking for alternative protection schemes. In this section we will
evaluate watermarking and fingerprinting technologies.
4.1 Watermarking
Watermarking embeds an “indelible” invisible mark in content. A plethora of schemes
exist for audio/video and still image content and computer programs.
There are a variety of schemes for exploiting watermarks for content-protection.
Consider a rendering device that locates and interprets watermarks. If a watermark is
found then special action is taken. Two common actions are:
1) Restrict behavior: For example, a bus-adapter may refuse to pass content
that has the “copy once” and “already copied once” bits set.
13. 2) Require a license to play: For example, if a watermark is found indicating that
content is rights-restricted then the renderer may demand a license indicating
that the user is authorized to play the content.
Such systems were proposed for audio content – for example the secure digital music
initiative (SDMI) [16], and are under consideration for video by the copy-protection
technical working group (CPTWG) [12].
There are several reasons why it appears unlikely that such systems will ever become
an effective anti-piracy technology. From a commercial point of view, building a
watermark detector into a device renders it strictly less useful for consumers than a
competing product that does not. This argues that watermarking schemes are unlikely to
be widely deployed, unless mandated by legislation. The recently proposed Hollings bill is
a step along these lines [11].
We contrast watermark-based policing with classical DRM: If a general-purpose
device is equipped with a classical DRM-system, it can play all content acquired from the
darknet, and have access to new content acquired through the DRM-channel. This is in
stark distinction to reduction of functionality inherent in watermark-based policing.
Even if watermarking systems were mandated, this approach is likely to fail due to a
variety of technical inadequacies. The first inadequacy concerns the robustness of the
embedding layer. We are not aware of systems for which simple data transformations
cannot strip the mark or make it unreadable. Marks can be made more robust, but in
order to recover marks after adversarial manipulation, the reader must typically search a
large phase space, and this quickly becomes untenable. In spite of the proliferation of
proposed watermarking schemes, it remains doubtful whether robust embedding layers for
the relevant content types can be found.
A second inadequacy lies in unrealistic assumptions about key management. Most
watermarking schemes require widely deployed cryptographic keys. Standard
watermarking schemes are based on the normal cryptographic principles of a public
algorithm and secret keys. Most schemes use a shared-key between marker and detector.
In practice, this means that all detectors need a private key, and, typically, share a single
private key. It would be naïve to assume that these keys will remain secret for long in an
adversarial environment. Once the key or keys are compromised, the darknet will
propagate them efficiently, and the scheme collapses. There have been proposals for
public-key watermarking systems. However, so far, this work does not seem practical and
the corresponding schemes do not even begin to approach the robustness of the
cryptographic systems whose name they borrow.
A final consideration bears on the location of mandatory watermark detectors in client
devices. On open computing devices (e.g. personal computers), these detectors could, in
principle, be placed in software or in hardware. Placing detectors in software would be
largely meaningless, as circumvention of the detector would be as simple as replacing it
by a different piece of software. This includes detectors placed in the operating system, all
of whose components can be easily replaced, modified and propagated over the darknet.
Alternatively, the detectors could be placed in hardware (e.g. audio and video cards).
In the presence of the problems described this would lead to untenable renewability
problems --- the hardware would be ineffective within days of deployment. Consumers, on
the other hand, expect the hardware to remain in use for many years. Finally, consumers
themselves are likely to rebel against “footing the bill” for these ineffective content
protection systems. It is virtually certain, that the darknet would be filled with a continuous
supply of watermark removal tools, based on compromised keys and weaknesses in the
embedding layer. Attempts to force the public to “update” their hardware would not only be
intrusive, but impractical.
14. In summary, attempts to mandate content protection systems based on watermark
detection at the consumer’s machine suffer from commercial drawbacks and severe
technical deficiencies. These schemes, which aim to provide content protection beyond
DRM by attacking the darknet, are rendered entirely ineffective by the presence of even a
moderately functional darknet.
4.2 Fingerprinting
Fingerprint schemes are based on similar technologies and concepts to watermarking
schemes. However, whereas watermarking is designed to perform a-priori policing,
fingerprinting is designed to provide a-posteriori forensics.
In the simplest case, fingerprinting is used for individual-sale content (as opposed to
super-distribution or broadcast – although it can be applied there with some additional
assumptions). When a client purchases an object, the supplier marks it with an
individualized mark that identifies the purchaser. The purchaser is free to use the content,
but if it appears on a darknet, a policeman can identify the source of the content and the
offender can be prosecuted.
Fingerprinting suffers from fewer technical problems than watermarking. The main
advantage is that no widespread key-distribution is needed – a publisher can use
whatever secret or proprietary fingerprinting technology they choose, and is entirely
responsible for the management of their own keys.
Fingerprinting has one problem that is not found in watermarking. Since each
fingerprinted copy of a piece of media is different, if a user can obtain several different
copies, he can launch collusion attacks (e.g. averaging). In general, such attacks are very
damaging to the fingerprint payload.
It remains to be seen whether fingerprinting will act as a deterrent to theft. There is
currently no legal precedent for media fingerprints being evidence of crime, and this case
will probably be hard to make – after all, detection is a statistical process with false
positives, and plenty of opportunity for deniability. However, we anticipate that there will
be uneasiness in sharing a piece of content that may contain a person’s identity, and that
ultimately leaves that person’s control.
Note also that with widely distributed watermarking detectors, it is easy to see
whether you have successfully removed a watermark. There is no such assurance for
determining whether a fingerprint has been successfully removed from an object because
users are not necessarily knowledgeable about the fingerprint scheme or schemes in use.
However, if it turns out that the deterrence of fingerprinting is small (i.e. everyone shares
their media regardless of the presence of marks), there is probably no reasonable legal
response. Finally, distribution schemes in which objects must be individualized will be
expensive.
5 Conclusions
There seem to be no technical impediments to darknet-based peer-to-peer file sharing
technologies growing in convenience, aggregate bandwidth and efficiency. The legal
future of darknet-technologies is less certain, but we believe that, at least for some classes
of user, and possibly for the population at large, efficient darknets will exist. The rest of this
section will analyze the implications of the darknet from the point of view of individual
technologies and of commerce in digital goods.
15. 5.1 Technological Implications
DRM systems are limited to protecting the content they contain. Beyond our first
assumption about the darknet, the darknet is not impacted by DRM systems. In light of our
first assumption about the darknet, DRM design details, such as properties of the tamper-
resistant software may be strictly less relevant than the question whether the current
darknet has a global database. In the presence of an infinitely efficient darknet – which
allows instantaneous transmission of objects to all interested users – even sophisticated
DRM systems are inherently ineffective. On the other hand, if the darknet is made up of
isolated small worlds, even BOBE-weak DRM systems are highly effective. The interesting
cases arise between these two extremes – in the presence of a darknet, which is
connected, but in which factors, such as latency, limited bandwidth or the absence of a
global database limit the speed with which objects propagate through the darknet. It
appears that quantitative studies of the effective “diffusion constant” of different kinds of
darknets would be highly useful in elucidating the dynamics of DRM and the darknet.
Proposals for systems involving mandatory watermark detection in rendering devices
try to impact the effectiveness of the darknet directly by trying to detect and eliminate
objects that originated in the darknet. In addition to severe commercial and social
problems, these schemes suffer from several technical deficiencies, which, in the
presence of an effective darknet, lead to their complete collapse. We conclude that such
schemes are doomed to failure.
5.2 Business in the Face of the Darknet
There is evidence that the darknet will continue to exist and provide low cost, high-
quality service to a large group of consumers. This means that in many markets, the
darknet will be a competitor to legal commerce. From the point of view of economic
theory, this has profound implications for business strategy: for example, increased
security (e.g. stronger DRM systems) may act as a disincentive to legal commerce.
Consider an MP3 file sold on a web site: this costs money, but the purchased object is as
useful as a version acquired from the darknet. However, a securely DRM-wrapped song is
strictly less attractive: although the industry is striving for flexible licensing rules,
customers will be restricted in their actions if the system is to provide meaningful security.
This means that a vendor will probably make more money by selling unprotected objects
than protected objects. In short, if you are competing with the darknet, you must compete
on the darknet’s own terms: that is convenience and low cost rather than additional
security.
Certain industries have faced this (to a greater or lesser extent) in the past. Dongle-
protected computer programs lost sales to unprotected programs, or hacked versions of
the program. Users have also refused to upgrade to newer software versions that are
copy protected.
There are many factors that influence the threat of the darknet to an industry. We see
the darknet having most direct bearing on mass-market consumer IP-goods. Goods sold
to corporations are less threatened because corporations mostly try to stay legal, and will
police their own intranets for illicit activities. Additionally, the cost-per-bit, and the total size
of the objects have a huge bearing on the competitiveness of today’s darknets compared
with legal trade. For example, today’s peer-to-peer technologies provide excellent service
quality for audio files, but users must be very determined or price-sensitive to download
movies from a darknet, when the legal competition is a rental for a few dollars.
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