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Manish Jain
Phone: +1 (213) 400 0882
http://teamcore.usc.edu/manish
Email: manish@armorway.com
I am currently the Chief Technology Officer of Armorway, Inc. My research interests span com-
putational game-theory, large-scale optimization, multi-agent systems and topics broadly covered
under Artificial Intelligence, with special focus on applications pertaining to real-world security
domains.
EDUCATION
University of Southern California, Los Angeles, California. August 2007 – May 2013.
Ph.D., Department of Computer Science.
Advisor: Dr. Milind Tambe
University of Southern California, Los Angeles, California. August 2007 – Spring 2011.
M.S., Computer Science.
International Institute of Information Technology, Hyderabad, India. July 2003 – May 2007.
B. Tech. (honors), Computer Science and Engineering.
AWARDS
Research Awards
• Winner of the IFAAMAS Victor Lesser Distinguished Dissertation Award. 2014.
• Nominated for the ACM Doctoral Dissertation Award. 2014 by University of Southern California.
• Best Dissertation Award, Computer Science Department, Viterbi School of Engineering, Uni-
versity of Southern California. 2013.
• RIST Prize, Military Operations Research Society (MORS). 2011: The RIST prize is awarded
to recognize the practical benefits of sound Operations Research. Our abstract was titled “Software
Assistants for Patrol Planning at LAX, Federal Air Marshals Service, and Transportation Security
Administration”.
• Outstanding Research Assistant Award, Computer Science Department, Viterbi School of En-
gineering, University of Southern California. 2011.
• Certificate of Appreciation, Transportation Security Administration: Federal Air Marshals
Service (FAMS). 2011: The certificate was awarded “in recognition and appreciation of your out-
standing achievement in developing the Intelligent Randomization in Scheduling (IRIS) program” to
advance the mission of the Office of Law Enforcement/FAMS.
• Finalist, EURO Operations Research Conference Excellence in Practice Award EEPA. 2010:
Our paper from the journal “Interfaces” was selected to be a finalist for the EEPA ’2010 award. The
paper was titled “Software Assistants for Randomized Patrol Planning for the LAX Airport Police
and the Federal Air Marshals Service.”
Manish Jain, Page 2 of 10
• Commendation, City of Los Angeles, Los Angeles World Airports Police Department. 2009: The
commendation was awarded to the team of researchers from CREATE (Center for Risk and Economic
Analysis of Terrorism Events) that developed ARMOR, “Assistant for Randomized Monitoring Over
Routes”. The commendation states “To merit this commendation you have performed an exceptional
service to the Airport Police Division, the Los Angeles World Airports and the city of Los Angeles.
Your outstanding service facilitates the critical link between the laboratory and the operational world.
Thank you for your outstanding contributions to the security of our nation.”
• Certificate of Recognition, DHS University Programs received by CREATE. 2009: The DHS Of-
fice of University Programs awarded CREATE for the outstanding contribution that ARMOR security
project has made to the police operations at the Los Angeles World Airports.
• Finalist for Best Paper Award. 2008: Our paper was titled “Deployed ARMOR Protection: The Ap-
plication of a Game Theoretic Model for Security at the Los Angeles International Airport.” Published
in Proceedings of the Seventh International Joint Conference on Autonomous Agents and Multiagent
Systems (AAMAS) (Industry Track).
• National Talent Search Examination Scholarship, National Council of Education, Research and
Training (NCERT), Government of India. March 2001 – July 2007: The scholarship is awarded
to top 1000 students in the country to pursue higher education.
Service Awards
• Certification of Appreciation, Computer Science Department, University of Southern Califor-
nia. 2010: The certificate was awarded for helping in the organization of colloquiums and seminar
series.
PATENTS
• Security Scheduling for Real-world Networks, filed in the United States, Application No. 14/216,293
building on the United States Provisional Application No. 61/792,931. 2014. (Co-inventors: Manish
Jain, Milind Tambe, Vincent Conitzer.) Decision Awaited.
FIELDED AND DEPLOYED RESEARCH
• Intelligent Randomization In Scheduling (IRIS). My algorithms have been in continued use by the
Federal Air Marshals Service to schedule air marshals on-board passenger planes in the international
sector since October 2009.
• Assistant for Randomized Monitoring Over Routes (ARMOR). It has been in use by the Los
Angeles International Airport police to schedule checkpoints and canine patrols to protect the airport
since August 2007.
LIST OF PUBLICATIONS
Doctoral Dissertation: Thwarting Adversaries with Unpredictability: Massive-scale Game-Theoretic
Algorithms for Real-world Security Deployments. May 2014.
Rigorously Refereed Journal Articles
1. Marcos A. M. Vieira, Matthew E. Taylor, Prateek Tandon, Manish Jain, Ramesh Govindan, Gaurav
S. Sukhatme, Milind Tambe. Mitigating Multi-path Fading in a Mobile Mesh Network. In Ad Hoc
Networks Journal, 11(4):1510-1521, 2013.
Manish Jain, Page 3 of 10
2. Matthew E. Taylor, Manish Jain, Pradeep Tandon, Milind Tambe, Makoto Yokoo. Distributed On-line
Multi-Agent Optimization Under Uncertainty: Balancing Exploration and Exploitation. In Advances
in Complex Systems, 14(3):471–528, 2011.
3. Manish Jain, Jason Tsai, James Pita, Christopher Kiekintveld, Shyamsunder Rathi, Fernando
Ord´o˜nez, Milind Tambe. Software Assistants for Randomized Patrol Planning for the LAX Airport
Police and the Federal Air Marshals Service. In Interfaces, 40(4):267–290, 2010. Finalist, EURO
Excellence in Practice Award EEPA ’2010.
4. James Pita, Manish Jain, Fernando Ord´o˜nez, Milind Tambe, Sarit Kraus. Robust Solutions to Stack-
elberg Games: Addressing Bounded Rationality and Limited Observations in Human Cognition. In
Artificial Intelligence (AIJ), 174(15):1142–1171, 2010.
Refereed Technical Magazine Articles
5. Manish Jain, Bo An, Milind Tambe. An Overview of Recent Application Trends at the AAMAS
Conference: Security, Sustainability and Health. In AI Magazine, 2012.
6. Manish Jain, Bo An, Milind Tambe. Reports of AAAI 2012 Spring Symposia. In AI Magazine, 2012.
7. James Pita, Manish Jain, Craig Western, Praveen Paruchuri, Janusz Marecki, Milind Tambe, Fernando
Ord´o˜nez, Sarit Kraus. Using Game Theory for Los Angeles Airport Security. In AI Magazine, 2009.
Rigorously Refereed Conferences
8. Yue Yin, Manish Jain, Bo An. Game-theoretic Resource Allocation for Protecting Large Public
Events. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), July 2014.
9. Albert Jiang, Manish Jain, Milind Tambe. Computational Game Theory for Security and Sustainabil-
ity. Invited Paper in Journal of Information Processing(IPSJ), 2014.
10. Yue Yin, Manish Jain, Bo An. Game-theoretic Resource Allocation for Protecting Large Public
Events.In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems
(AAMAS), May 2014. (short paper)
11. Eric Shieh, Manish Jain, Albert Xin Jiang, Milind Tambe. Efficiently Solving Joint Activity Based
Security Games. In Proceedings of the International Joint Conference on Articial Intelligence (IJCAI),
July 2013.
12. Manish Jain, Vincent Conitzer, Milind Tambe. Security Scheduling for Real-world Networks. In Pro-
ceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS),
May 2013.
13. Manish Jain, Kevin Leyton-Brown, Milind Tambe. The Deployment-to-Saturation Ratio in Security
Games. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), July 2012.
14. Ondˇrej Vanˇek, Zhengyu Yin, Manish Jain, Branislav Boˇsansk´y, Milind Tambe, Michal Pˇechouˇcek.
Game-theoretic Resource Allocation for Malicious Packet Detection in Computer Networks. In Pro-
ceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS),
June 2012.
15. Zhengyu Yin, Manish Jain, Fernando Ord´o˜nez, Milind Tambe. Risk-Averse Strategies for Security
Games with Execution and Observational Uncertainty. In Proceedings of the AAAI Conference on
Artificial Intelligence (AAAI), August 2011.
16. Manish Jain, Christopher Kiekintveld, Milind Tambe. Quality-bounded Solutions for Finite Bayesian
Stackelberg Games: Scaling up.In Proceedings of the International Conference on Autonomous Agents
and Multiagent Systems (AAMAS), May 2011.
Manish Jain, Page 4 of 10
17. Manish Jain, Dmytrov Korzhyk, Ondˇrej Vanˇek, Vincent Conitzer, Milind Tambe, Michal Pˇechouˇcek.
A Double Oracle Algorithm for Zero-Sum Security Games on Graphs. In Proceedings of the Interna-
tional Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2011.
18. Rong Yang, Manish Jain, James Pita, Zhengyu Yin, Jun-young Kwak, Milind Tambe. Game Theory
and Human Behavior: Challenges in Security and Sustainability Algorithmic Decision Theory. Invited
Paper in Algorithmic Decision Theory, 2011.
19. Manish Jain, Erim Kardes, Christopher Kiekintveld, Fernando Ord´o˜nez, Milind Tambe. Security
Games with Arbitrary Schedules: A Branch and Price Approach. In Proceedings of the AAAI Confer-
ence on Artificial Intelligence (AAAI), July 2010.
20. Matthew E. Taylor, Manish Jain, Yanqin Jin, Milind Tambe, Makoto Yokoo. When Should there be
a “Me” in “Team”? Distributed Multi-Agent Optimization Under Uncertainty. In Proceedings of the
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2010.
21. Manish Jain, Matthew E. Taylor, Milind Tambe, Makoto Yokoo. DCOP Meets the Real World:
Exploring Unknown Reward Matrices with Applications to Mobile Sensor Nets. In Proceedings of the
International Joint Conference on Articial Intelligence (IJCAI), July 2009.
22. Christopher Kiekintveld, Manish Jain, Jason Tsai, James Pita, Fernando Ord´o˜nez, Milind Tambe.
Computing Optimal Randomized Resource Allocations for Massive Security Games. In Proceedings
of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2009.
23. James Pita, Manish Jain, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus, Reuma Magori-Cohen. Ef-
fective Solutions for Real World Stackelberg Games: When Agents must Deal with Human Uncertain-
ties. In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems
(AAMAS), May 2009.
24. James Pita, Manish Jain, Craig Western, Praveen Paruchuri, Janusz Marecki, Milind Tambe, Fernando
Ord´o˜nez, Sarit Kraus. Deployed ARMOR Protection: The Application of a Game Theoretic Model for
Security at the Los Angeles International Airport. In Proceedings of the Seventh International Joint
Conference on Autonomous Agents and Multiagent Systems (AAMAS) (Industry Track), May 2008.
Finalist, Best Paper Award, Industry Track.
25. Emma Bowring, Jonathan Pearce, Manish Jain, Christopher Portway, Milind Tambe. On K-Optimal
Distributed Constraint Optimization Algorithms: New Bounds and Algorithms. In Proceedings of the
Seventh International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), May
2008.
26. I.V. Aprameya Rao, Manish Jain, Kamalakar Karlapalem. Towards Simulating Billions of Agents
in Thousands of Seconds. In Proceedings of the International Conference on Autonomous Agents and
Multiagent Systems (AAMAS), May 2007. (short paper)
Book Chapters
27. Fernando Ord´o˜nez, Milind Tambe, Juan. F. Jara, Manish Jain, Christopher Kiekintveld, Jason Tsai.
Deployed Security Games for Patrol Planning In Handbook of Operations Research for Homeland
Security, Springer, 2013.
28. Manish Jain, Bo An, Milind Tambe. Security Games Applied to Real-World: Research Contribution
and Challenges In Moving Target Defense II: Application of Game Theory and Adversarial Modeling,
Springer, 2012.
29. Milind Tambe, Manish Jain. Introduction and Overview of Security Games. In Security Games:
Theory, Deployed Applications, Lessons Learned, Cambridge University Press, 2011.
Manish Jain, Page 5 of 10
30. Manish Jain, Christopher Kiekintveld, Milind Tambe, Erim Kardes, Fernando Ord´o˜nez. Secu-
rity Games with Arbitrary Schedules. In Security Games: Theory, Deployed Applications, Lessons
Learned, Cambridge University Press, 2011.
31. Christopher Kiekintveld, Manish Jain, Jason Tsai, James Pita, Fernando Ord´o˜nez, Milind Tambe.
Computing Optimal Randomized Resource Allocations for Massive Security Games. In Security
Games: Theory, Deployed Applications, Lessons Learned, Cambridge University Press, 2011.
32. James Pita, Manish Jain, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus, Reuma Magori-Cohen.
Effective Solutions for Real World Stackelberg Games: When Agents must Deal with Human Uncer-
tainties. In Security Games: Theory, Deployed Applications, Lessons Learned, Cambridge University
Press, 2011.
33. Matthew E. Taylor, Manish Jain, Christopher Kiekintveld, Jun-young Kwak, Rong Yang, Zhengyu
Yin, and Milind Tambe. Two Decades of Multiagent Teamwork Research: Past, Present, and Future.
In Collaborative Agents REsearch and Development (CARE), Springer, 2011.
34. James Pita, Manish Jain, Fernando Ord´o˜nez, Christopher Portway, Milind Tambe, Craig Western,
Praveen Paruchuri, Sarit Kraus. ARMOR Software: A Game Theoretic Approach for Airport Security.
In Protecting Airline Passengers in the Age of Terrorism, Praeger Publishers, 2009.
Demos
35. James Pita, Manish Jain, Fernando Ord´o˜nez, Christopher Portway, Milind Tambe, Craig Western,
Praveen Paruchuri, Sarit Kraus. ARMOR Security for Los Angeles International Airport. In Proceed-
ings of the AAAI Conference on Artificial Intelligence (AAAI), July 2008.
Refereed Workshop Papers
36. Eric Shieh, Manish Jain, Albert Xin Jiang, Milind Tambe. Efficiently Solving Time-Dependent Joint
Activities in Security Games. In Workshop on Optimization in Multiagent Systems (OPTMAS) held at
International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2013.
37. Manish Jain, Zhengyu Yin, Fernando Ord´o˜nez, Milind Tambe. Addressing Execution and Obser-
vation Error in Security Games. In Workshop on Applied Adversarial Reasoning and Risk Modeling
(AARM) held at AAAI Conference on Artificial Intelligence (AAAI), July 2011.
38. Manish Jain, Erim Kardes, Christopher Kiekintveld, Fernando Ord´o˜nez, Milind Tambe. Optimal
Defender Allocation for Massive Security Games: A Branch and Price Approach. In Workshop on Op-
timization in Multi-Agent Systems (OPTMAS) held at International Joint Conference on Autonomous
Agents and Multiagent Systems (AAMAS), May 2010.
39. Matthew Taylor, Manish Jain, Prateek Tandon, Milind Tambe. Using DCOPs to Balance Exploration
and Exploitation in Time-Critical Domains. In Workshop on Distributed Constraints Reasoning held
at AAAI Conference on Artificial Intelligence (AAAI), July 2009.
40. Manish Jain, Matthew Taylor, Makoto Yokoo, Milind Tambe. DCOPs Meet the Real World: Explor-
ing Unknown Reward Matrices with Applications to Mobile Sensor Networks. In Workshop on Agent
Technologies in Sensor Networks held at International Joint Conference on Autonomous Agents and
Multiagent Systems (AAMAS), May 2009.
41. Manish Jain, James Pita, Fernando Ord´o˜nez, Milind Tambe, Sarit Kraus, Praveen Paruchuri. Robust
Solutions in Stackelberg Games: Addressing Boundedly Rational Human Preference Models. In Work-
shop on Advances in Preference Handling held at AAAI Conference on Artificial Intelligence (AAAI),
July 2008.
Symposium and Newsletter Publications
Manish Jain, Page 6 of 10
42. Milind Tambe, Albert Xin Jiang, Bo An, Manish Jain. Computational game theory for security:
Progress and challenges In Proceedings of the AAAI Spring Symposium on Applied Computational
Game Theory, March 2014.
43. Milind Tambe, Manish Jain, James Pita, Albert Xin Jiang. Game Theory for Security: Key Algorith-
mic Principles, Deployed Systems, Lessons Learned In Proceedings of the Annual Allerton Conference
on Communication, Control and Computing, October 2012.
44. Manish Jain, Kevin Leyton-Brown, Milind Tambe. A Study of Phase Transitions in Security Games
In Proceedings of the AAAI 2012 Spring Symposium on Game Theory for Security, Sustainability and
Health, to be held in March 2012.
45. Bo An, Manish Jain, Milind Tambe, Christopher Kiekintveld. Mixed-Initiative Optimization in Secu-
rity Games: A Preliminary Report. In Proceedings of the AAAI 2011 Spring Symposium on Help me
Help you: Bridging the Gaps in Human-Agent Collaboration, March 2011.
46. James Pita, Manish Jain, Christopher Kiekintveld, Harish Bellamane, Jason Tsai, Milind Tambe,
Fernando Ord´o˜nez. Security applications: Lessons from Real-World Deployment. In ACM SIGecom
Exchanges: 8.2, December 2009.
47. Manish Jain, James Pita, Praveen Paruchuri, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus. Bayesian
Stackelberg Games and their Application at the Los Angeles International Airport. In ACM SIGecom
Exchanges: 7.2, June 2008.
PROFESSIONAL ACTIVITIES
• Program Committee member, AAAI, 2015.
• Program Committee member, ACM SAC 2015 - IRMAS, 2015.
• Reviewer for Naval Research Logistics, June, 2014.
• Co-organizer of the tutorial on Security Games. Held at the AAAI Conference on Artificial Intelli-
gence (AAAI), July 2014.
• Co-chair of AAAI 2014 Spring Symposium on Game Theory for Security, Sustainability and Health,
March 2014.
• Program Committee member, ECAI, 2014.
• Program Committee member, AAMAS, 2014.
• Reviewer for Naval Research Logistics, January, 2014.
• Reviewer for IET Information Security, December, 2013.
• Senior Program Committee member, IJCAI 2013.
• Program Committee member, AAAI, 2013.
• Reviewer for The Computer Journal (COMPJ), January 2013.
• Reviewer for Journal of Artificial Intelligence Research (JAIR), October 2012.
• Co-presenter of the tutorial on Game Theory for Security: Key Algorithmic Principles, Deployed
Applications, Lessons Learned. Held at Center for Risk and Economic Analysis of Terrorism Events
(CREATE), USC, September 2012.
Manish Jain, Page 7 of 10
• Co-organizer of the tutorial on Game Theory and Security. Held at the International Conference
on Autonomous Agents and Multiagent Systems (AAMAS), June 2012.
• Reviewer for Artificial Intelligence (AIJ), August 2011.
• Co-chair of AAAI 2012 Spring Symposium on Game Theory for Security, Sustainability and Health,
March 2012.
• Co-organizer of the tutorial on Security Games. Held at the AAAI Conference on Artificial Intelli-
gence (AAAI), August 2011.
• Program Committee member of Workshop on Applied Adversarial Reasoning and Risk Modeling
(AARM). Held at the AAAI Conference on Artificial Intelligence (AAAI), August 2011.
• Co-organizer of the tutorial on Security Games. Held at the International Conference on Au-
tonomous Agents and Multiagent Systems (AAMAS), May 2011.
• Co-organizer of Workshop on Use-inspired Agents and Multiagent Systems. Held at the University
of Southern California, March 2011.
PROPOSALS HELPED IN
• Towards Algorithmic Advances for Solving Stackelberg games: Addressing Model Uncertainties and
Massive Game Scale-up, 4/15/10-4/15/13, approx $360, 000 Army Research Office
• Scalable, Stochastic and Spatiotemporal Game Theory for Real-World Human Adversarial Behavior,
6/1/11-5/31/16, approximately $7, 500, 000, Fiscal Year (FY) 2011. Department of Defense Multi-
disciplinary Research Program of the University Research Initiative.
• Game theoretic randomization with applications to Federal Air Marshals (FAMS) IV, 10/1/11-7/1/12,
approx $250, 000, Federal Air Marshals Service.
• Game theoretic randomization with applications to Federal Air Marshals (FAMS) III, 10/1/11-7/1/12,
approx $115, 000 (via the Rutgers CCICADA center from the Federal Air Marshals Service)
• Multiagent system under uncertainty. Submission to National Science Foundation (did not succeed).
• Multi-modal human-machine interaction and user modeling for adjustable autonomy. Submission of
Office of Naval Research (ONR) (did not succeed).
• Game-theoretic randomization of security operation in urban transportation networks. Submitted
with the Los Angeles Sheriff’s Department (LASD) (did not succeed).
INVITED TALKS AND COLLOQUIA
• Victor Lesser Distinguished Dissertation Award Talk, AAMAS: Thwarting Adversaries with Unpre-
dictability: Massive-scale Game-Theoretic Algorithms for Real-world Security Deployments. May
2014.
• Computer Science Colloquium, Virginia Tech: Game-Theoretic Allocation of Limited Resources:
Applications to Security Domains. March 2013.
• Computer Science Colloquium, West Virginia University: Game-Theoretic Allocation of Limited Re-
sources: Applications to Security Domains. March 2013.
• Computer Science Colloquium, Indiana University: Game-Theoretic Allocation of Limited Resources:
Applications to Security Domains. March 2013.
Manish Jain, Page 8 of 10
• Computer Science Colloquium, University of New Hampshire: Game-Theoretic Allocation of Limited
Resources: Applications to Security Domains. February 2013.
• Department of Electrical Engineering Seminar, Indian Institute of Technology Bombay: Applying
Game-Theory to Real-world Security Domains. January 2013.
• Computer Science Department Seminar, Indian Institute of Information Technology Hyderabad: Ap-
plying Game-Theory to Real-world Security Domains. January 2013.
• Homeland Security Modeling Simulation (HLSMS) held at Autum Simulation Multiconference, Soci-
ety for Modeling and Simulation International: Game Theory and Human Behavior: Lessons learned
from deployed applications, November 2012.
• Annual Allerton Conference on Communications, Control and Computing: Game Theory for Secu-
rity: Key Algorithmic Principles, Deployed Systems, and Lessons Learned, October 2012.
• ARO Workshop on Moving Target Defense, George Mason University: Game-theoretic approaches
to security: Lessons learned from deployed systems, October 2011.
• Computer Science Department, University of Texas at El Paso: Departmental seminar on Game
Theory for Security: Algorithms and Applications, December 2010.
EXPERIENCE
• ARMORWAY. September 2012 – Present.
Co-founder member, Chief Technology Officer. I have experience of working, incubating and starting
a company at USC. ARMORWAY develops and markets software that uses game-theoretic algorithms
to intelligently randomize security resource schedules.
• University of Southern California, Los Angeles, California. August 2007 – May 2013.
Research Assistant in the Department of Computer Science with Dr. Milind Tambe. My research
is on developing algorithms for strategic interaction in multiagent domains using the game-theoretic
framework.
• Pramati Technologies, Hyderbad, India. June 2006 – July 2006.
Summer Intern. Worked with Mr. Ramesh Logannathan, Vice President, Pramati Technologies.
Worked as a developer of in-house tools for facilitating collaboration in projects.
• International Institute of Information Technology, Hyderabad, India. March 2006 – June 2006
Intern in the Center for Data Engineering, Department of Computer Science with Dr. Kamalakar
Karlapalem. Developer of work flows in a supply chain management system tailored towards the
needs of small and medium enterprises.
• International Institute of Information Technology, Hyderabad, India. May 2005 – July 2005.
Research Assistant in the Center for Data Engineering, Department of Computer Science with Dr.
Kamalakar Karlapalem. Work focused on studying the design of a supply chain management system.
TEACHING
• Guest Lecture at the University of Southern California for Freshman Academy. Instructor: Dr.
Steve Bucher. Fall 2013.
• Guest Lecture at the University of Southern California for Freshman Academy. Instructor: Dr.
Steve Bucher. Fall 2012.
Manish Jain, Page 9 of 10
• Guest Lecture at the University of Southern California for Freshman Academy. Instructor: Dr.
Massoud Ghyam. Fall 2011.
• Guest Lecture at the University of Southern California for Software Multiagent Systems. Instruc-
tor: Dr. Milind Tambe. Spring 2011.
• Guest Lecture at the University of Southern California for Software Multiagent Systems. Instruc-
tor: Dr. Milind Tambe. Spring 2010.
• Teaching Assistant at the University of Southern California for Software Multiagent Systems. with
Dr. Milind Tambe. Spring 2009.
• Teaching Assistant at the University of Southern California for Intelligent Agents and Science
Fiction with Dr. Milind Tambe. Fall 2008.
Manish Jain, Page 10 of 10
REFERENCES
• Dr. Milind Tambe
Helen N. and Emmett H. Jones Professor in Engineering,
Professor, Computer Science & Industrial and Systems Engineering Departments,
University of Southern California,
3737 Watt Way,
Powell Hall of Engineering 410,
Los Angeles, CA 90089, USA.
Email: tambe@usc.edu
Phone: 213-740-6447
• Dr. Vincent Conitzer
Sally Dalton Robinson Professor of Computer Science, and Professor of Economics,
Levine Science Research Center,
Office D207,
Box 90129,
Duke University,
Durham, NC 27708, USA.
Email: conitzer@cs.duke.edu
Phone: 919-660-6503
• Dr. Sarit Kraus
Professor,
Department of Computer Science,
Bar-Ilan University Ramat Gan, 52900,
Israel.
Email: sarit@cs.biu.ac.il
Phone: 972-3-531-8762
• Dr. Fernando Ord´o˜nez
Associate Professor of Industrial and Systems Engineering, and
Associate Professor of Computer Science, University of Southern California, and
Associate Professor of Industrial Engineering Department, University of Chile at Santiago,
Universidad de Chile,
Republica 701,
Santiago, Chile.
Email: fordon@usc.edu, fordon@dii.uchile.cl
Phone: +56-2-978-4064
• James B. Curren
Program Manager,
Studies, Research and Analysis,
U.S. Department of Homeland Security,
601 S 12th Street,
Arlington, VA. 22202-4220. Email: James.B.Curren@ole.tsa.dhs.gov
Phone: +1-703-487-3100

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  • 1. Manish Jain Phone: +1 (213) 400 0882 http://teamcore.usc.edu/manish Email: manish@armorway.com I am currently the Chief Technology Officer of Armorway, Inc. My research interests span com- putational game-theory, large-scale optimization, multi-agent systems and topics broadly covered under Artificial Intelligence, with special focus on applications pertaining to real-world security domains. EDUCATION University of Southern California, Los Angeles, California. August 2007 – May 2013. Ph.D., Department of Computer Science. Advisor: Dr. Milind Tambe University of Southern California, Los Angeles, California. August 2007 – Spring 2011. M.S., Computer Science. International Institute of Information Technology, Hyderabad, India. July 2003 – May 2007. B. Tech. (honors), Computer Science and Engineering. AWARDS Research Awards • Winner of the IFAAMAS Victor Lesser Distinguished Dissertation Award. 2014. • Nominated for the ACM Doctoral Dissertation Award. 2014 by University of Southern California. • Best Dissertation Award, Computer Science Department, Viterbi School of Engineering, Uni- versity of Southern California. 2013. • RIST Prize, Military Operations Research Society (MORS). 2011: The RIST prize is awarded to recognize the practical benefits of sound Operations Research. Our abstract was titled “Software Assistants for Patrol Planning at LAX, Federal Air Marshals Service, and Transportation Security Administration”. • Outstanding Research Assistant Award, Computer Science Department, Viterbi School of En- gineering, University of Southern California. 2011. • Certificate of Appreciation, Transportation Security Administration: Federal Air Marshals Service (FAMS). 2011: The certificate was awarded “in recognition and appreciation of your out- standing achievement in developing the Intelligent Randomization in Scheduling (IRIS) program” to advance the mission of the Office of Law Enforcement/FAMS. • Finalist, EURO Operations Research Conference Excellence in Practice Award EEPA. 2010: Our paper from the journal “Interfaces” was selected to be a finalist for the EEPA ’2010 award. The paper was titled “Software Assistants for Randomized Patrol Planning for the LAX Airport Police and the Federal Air Marshals Service.”
  • 2. Manish Jain, Page 2 of 10 • Commendation, City of Los Angeles, Los Angeles World Airports Police Department. 2009: The commendation was awarded to the team of researchers from CREATE (Center for Risk and Economic Analysis of Terrorism Events) that developed ARMOR, “Assistant for Randomized Monitoring Over Routes”. The commendation states “To merit this commendation you have performed an exceptional service to the Airport Police Division, the Los Angeles World Airports and the city of Los Angeles. Your outstanding service facilitates the critical link between the laboratory and the operational world. Thank you for your outstanding contributions to the security of our nation.” • Certificate of Recognition, DHS University Programs received by CREATE. 2009: The DHS Of- fice of University Programs awarded CREATE for the outstanding contribution that ARMOR security project has made to the police operations at the Los Angeles World Airports. • Finalist for Best Paper Award. 2008: Our paper was titled “Deployed ARMOR Protection: The Ap- plication of a Game Theoretic Model for Security at the Los Angeles International Airport.” Published in Proceedings of the Seventh International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS) (Industry Track). • National Talent Search Examination Scholarship, National Council of Education, Research and Training (NCERT), Government of India. March 2001 – July 2007: The scholarship is awarded to top 1000 students in the country to pursue higher education. Service Awards • Certification of Appreciation, Computer Science Department, University of Southern Califor- nia. 2010: The certificate was awarded for helping in the organization of colloquiums and seminar series. PATENTS • Security Scheduling for Real-world Networks, filed in the United States, Application No. 14/216,293 building on the United States Provisional Application No. 61/792,931. 2014. (Co-inventors: Manish Jain, Milind Tambe, Vincent Conitzer.) Decision Awaited. FIELDED AND DEPLOYED RESEARCH • Intelligent Randomization In Scheduling (IRIS). My algorithms have been in continued use by the Federal Air Marshals Service to schedule air marshals on-board passenger planes in the international sector since October 2009. • Assistant for Randomized Monitoring Over Routes (ARMOR). It has been in use by the Los Angeles International Airport police to schedule checkpoints and canine patrols to protect the airport since August 2007. LIST OF PUBLICATIONS Doctoral Dissertation: Thwarting Adversaries with Unpredictability: Massive-scale Game-Theoretic Algorithms for Real-world Security Deployments. May 2014. Rigorously Refereed Journal Articles 1. Marcos A. M. Vieira, Matthew E. Taylor, Prateek Tandon, Manish Jain, Ramesh Govindan, Gaurav S. Sukhatme, Milind Tambe. Mitigating Multi-path Fading in a Mobile Mesh Network. In Ad Hoc Networks Journal, 11(4):1510-1521, 2013.
  • 3. Manish Jain, Page 3 of 10 2. Matthew E. Taylor, Manish Jain, Pradeep Tandon, Milind Tambe, Makoto Yokoo. Distributed On-line Multi-Agent Optimization Under Uncertainty: Balancing Exploration and Exploitation. In Advances in Complex Systems, 14(3):471–528, 2011. 3. Manish Jain, Jason Tsai, James Pita, Christopher Kiekintveld, Shyamsunder Rathi, Fernando Ord´o˜nez, Milind Tambe. Software Assistants for Randomized Patrol Planning for the LAX Airport Police and the Federal Air Marshals Service. In Interfaces, 40(4):267–290, 2010. Finalist, EURO Excellence in Practice Award EEPA ’2010. 4. James Pita, Manish Jain, Fernando Ord´o˜nez, Milind Tambe, Sarit Kraus. Robust Solutions to Stack- elberg Games: Addressing Bounded Rationality and Limited Observations in Human Cognition. In Artificial Intelligence (AIJ), 174(15):1142–1171, 2010. Refereed Technical Magazine Articles 5. Manish Jain, Bo An, Milind Tambe. An Overview of Recent Application Trends at the AAMAS Conference: Security, Sustainability and Health. In AI Magazine, 2012. 6. Manish Jain, Bo An, Milind Tambe. Reports of AAAI 2012 Spring Symposia. In AI Magazine, 2012. 7. James Pita, Manish Jain, Craig Western, Praveen Paruchuri, Janusz Marecki, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus. Using Game Theory for Los Angeles Airport Security. In AI Magazine, 2009. Rigorously Refereed Conferences 8. Yue Yin, Manish Jain, Bo An. Game-theoretic Resource Allocation for Protecting Large Public Events. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), July 2014. 9. Albert Jiang, Manish Jain, Milind Tambe. Computational Game Theory for Security and Sustainabil- ity. Invited Paper in Journal of Information Processing(IPSJ), 2014. 10. Yue Yin, Manish Jain, Bo An. Game-theoretic Resource Allocation for Protecting Large Public Events.In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2014. (short paper) 11. Eric Shieh, Manish Jain, Albert Xin Jiang, Milind Tambe. Efficiently Solving Joint Activity Based Security Games. In Proceedings of the International Joint Conference on Articial Intelligence (IJCAI), July 2013. 12. Manish Jain, Vincent Conitzer, Milind Tambe. Security Scheduling for Real-world Networks. In Pro- ceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2013. 13. Manish Jain, Kevin Leyton-Brown, Milind Tambe. The Deployment-to-Saturation Ratio in Security Games. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), July 2012. 14. Ondˇrej Vanˇek, Zhengyu Yin, Manish Jain, Branislav Boˇsansk´y, Milind Tambe, Michal Pˇechouˇcek. Game-theoretic Resource Allocation for Malicious Packet Detection in Computer Networks. In Pro- ceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), June 2012. 15. Zhengyu Yin, Manish Jain, Fernando Ord´o˜nez, Milind Tambe. Risk-Averse Strategies for Security Games with Execution and Observational Uncertainty. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), August 2011. 16. Manish Jain, Christopher Kiekintveld, Milind Tambe. Quality-bounded Solutions for Finite Bayesian Stackelberg Games: Scaling up.In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2011.
  • 4. Manish Jain, Page 4 of 10 17. Manish Jain, Dmytrov Korzhyk, Ondˇrej Vanˇek, Vincent Conitzer, Milind Tambe, Michal Pˇechouˇcek. A Double Oracle Algorithm for Zero-Sum Security Games on Graphs. In Proceedings of the Interna- tional Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2011. 18. Rong Yang, Manish Jain, James Pita, Zhengyu Yin, Jun-young Kwak, Milind Tambe. Game Theory and Human Behavior: Challenges in Security and Sustainability Algorithmic Decision Theory. Invited Paper in Algorithmic Decision Theory, 2011. 19. Manish Jain, Erim Kardes, Christopher Kiekintveld, Fernando Ord´o˜nez, Milind Tambe. Security Games with Arbitrary Schedules: A Branch and Price Approach. In Proceedings of the AAAI Confer- ence on Artificial Intelligence (AAAI), July 2010. 20. Matthew E. Taylor, Manish Jain, Yanqin Jin, Milind Tambe, Makoto Yokoo. When Should there be a “Me” in “Team”? Distributed Multi-Agent Optimization Under Uncertainty. In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2010. 21. Manish Jain, Matthew E. Taylor, Milind Tambe, Makoto Yokoo. DCOP Meets the Real World: Exploring Unknown Reward Matrices with Applications to Mobile Sensor Nets. In Proceedings of the International Joint Conference on Articial Intelligence (IJCAI), July 2009. 22. Christopher Kiekintveld, Manish Jain, Jason Tsai, James Pita, Fernando Ord´o˜nez, Milind Tambe. Computing Optimal Randomized Resource Allocations for Massive Security Games. In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2009. 23. James Pita, Manish Jain, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus, Reuma Magori-Cohen. Ef- fective Solutions for Real World Stackelberg Games: When Agents must Deal with Human Uncertain- ties. In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2009. 24. James Pita, Manish Jain, Craig Western, Praveen Paruchuri, Janusz Marecki, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus. Deployed ARMOR Protection: The Application of a Game Theoretic Model for Security at the Los Angeles International Airport. In Proceedings of the Seventh International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS) (Industry Track), May 2008. Finalist, Best Paper Award, Industry Track. 25. Emma Bowring, Jonathan Pearce, Manish Jain, Christopher Portway, Milind Tambe. On K-Optimal Distributed Constraint Optimization Algorithms: New Bounds and Algorithms. In Proceedings of the Seventh International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2008. 26. I.V. Aprameya Rao, Manish Jain, Kamalakar Karlapalem. Towards Simulating Billions of Agents in Thousands of Seconds. In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2007. (short paper) Book Chapters 27. Fernando Ord´o˜nez, Milind Tambe, Juan. F. Jara, Manish Jain, Christopher Kiekintveld, Jason Tsai. Deployed Security Games for Patrol Planning In Handbook of Operations Research for Homeland Security, Springer, 2013. 28. Manish Jain, Bo An, Milind Tambe. Security Games Applied to Real-World: Research Contribution and Challenges In Moving Target Defense II: Application of Game Theory and Adversarial Modeling, Springer, 2012. 29. Milind Tambe, Manish Jain. Introduction and Overview of Security Games. In Security Games: Theory, Deployed Applications, Lessons Learned, Cambridge University Press, 2011.
  • 5. Manish Jain, Page 5 of 10 30. Manish Jain, Christopher Kiekintveld, Milind Tambe, Erim Kardes, Fernando Ord´o˜nez. Secu- rity Games with Arbitrary Schedules. In Security Games: Theory, Deployed Applications, Lessons Learned, Cambridge University Press, 2011. 31. Christopher Kiekintveld, Manish Jain, Jason Tsai, James Pita, Fernando Ord´o˜nez, Milind Tambe. Computing Optimal Randomized Resource Allocations for Massive Security Games. In Security Games: Theory, Deployed Applications, Lessons Learned, Cambridge University Press, 2011. 32. James Pita, Manish Jain, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus, Reuma Magori-Cohen. Effective Solutions for Real World Stackelberg Games: When Agents must Deal with Human Uncer- tainties. In Security Games: Theory, Deployed Applications, Lessons Learned, Cambridge University Press, 2011. 33. Matthew E. Taylor, Manish Jain, Christopher Kiekintveld, Jun-young Kwak, Rong Yang, Zhengyu Yin, and Milind Tambe. Two Decades of Multiagent Teamwork Research: Past, Present, and Future. In Collaborative Agents REsearch and Development (CARE), Springer, 2011. 34. James Pita, Manish Jain, Fernando Ord´o˜nez, Christopher Portway, Milind Tambe, Craig Western, Praveen Paruchuri, Sarit Kraus. ARMOR Software: A Game Theoretic Approach for Airport Security. In Protecting Airline Passengers in the Age of Terrorism, Praeger Publishers, 2009. Demos 35. James Pita, Manish Jain, Fernando Ord´o˜nez, Christopher Portway, Milind Tambe, Craig Western, Praveen Paruchuri, Sarit Kraus. ARMOR Security for Los Angeles International Airport. In Proceed- ings of the AAAI Conference on Artificial Intelligence (AAAI), July 2008. Refereed Workshop Papers 36. Eric Shieh, Manish Jain, Albert Xin Jiang, Milind Tambe. Efficiently Solving Time-Dependent Joint Activities in Security Games. In Workshop on Optimization in Multiagent Systems (OPTMAS) held at International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2013. 37. Manish Jain, Zhengyu Yin, Fernando Ord´o˜nez, Milind Tambe. Addressing Execution and Obser- vation Error in Security Games. In Workshop on Applied Adversarial Reasoning and Risk Modeling (AARM) held at AAAI Conference on Artificial Intelligence (AAAI), July 2011. 38. Manish Jain, Erim Kardes, Christopher Kiekintveld, Fernando Ord´o˜nez, Milind Tambe. Optimal Defender Allocation for Massive Security Games: A Branch and Price Approach. In Workshop on Op- timization in Multi-Agent Systems (OPTMAS) held at International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2010. 39. Matthew Taylor, Manish Jain, Prateek Tandon, Milind Tambe. Using DCOPs to Balance Exploration and Exploitation in Time-Critical Domains. In Workshop on Distributed Constraints Reasoning held at AAAI Conference on Artificial Intelligence (AAAI), July 2009. 40. Manish Jain, Matthew Taylor, Makoto Yokoo, Milind Tambe. DCOPs Meet the Real World: Explor- ing Unknown Reward Matrices with Applications to Mobile Sensor Networks. In Workshop on Agent Technologies in Sensor Networks held at International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2009. 41. Manish Jain, James Pita, Fernando Ord´o˜nez, Milind Tambe, Sarit Kraus, Praveen Paruchuri. Robust Solutions in Stackelberg Games: Addressing Boundedly Rational Human Preference Models. In Work- shop on Advances in Preference Handling held at AAAI Conference on Artificial Intelligence (AAAI), July 2008. Symposium and Newsletter Publications
  • 6. Manish Jain, Page 6 of 10 42. Milind Tambe, Albert Xin Jiang, Bo An, Manish Jain. Computational game theory for security: Progress and challenges In Proceedings of the AAAI Spring Symposium on Applied Computational Game Theory, March 2014. 43. Milind Tambe, Manish Jain, James Pita, Albert Xin Jiang. Game Theory for Security: Key Algorith- mic Principles, Deployed Systems, Lessons Learned In Proceedings of the Annual Allerton Conference on Communication, Control and Computing, October 2012. 44. Manish Jain, Kevin Leyton-Brown, Milind Tambe. A Study of Phase Transitions in Security Games In Proceedings of the AAAI 2012 Spring Symposium on Game Theory for Security, Sustainability and Health, to be held in March 2012. 45. Bo An, Manish Jain, Milind Tambe, Christopher Kiekintveld. Mixed-Initiative Optimization in Secu- rity Games: A Preliminary Report. In Proceedings of the AAAI 2011 Spring Symposium on Help me Help you: Bridging the Gaps in Human-Agent Collaboration, March 2011. 46. James Pita, Manish Jain, Christopher Kiekintveld, Harish Bellamane, Jason Tsai, Milind Tambe, Fernando Ord´o˜nez. Security applications: Lessons from Real-World Deployment. In ACM SIGecom Exchanges: 8.2, December 2009. 47. Manish Jain, James Pita, Praveen Paruchuri, Milind Tambe, Fernando Ord´o˜nez, Sarit Kraus. Bayesian Stackelberg Games and their Application at the Los Angeles International Airport. In ACM SIGecom Exchanges: 7.2, June 2008. PROFESSIONAL ACTIVITIES • Program Committee member, AAAI, 2015. • Program Committee member, ACM SAC 2015 - IRMAS, 2015. • Reviewer for Naval Research Logistics, June, 2014. • Co-organizer of the tutorial on Security Games. Held at the AAAI Conference on Artificial Intelli- gence (AAAI), July 2014. • Co-chair of AAAI 2014 Spring Symposium on Game Theory for Security, Sustainability and Health, March 2014. • Program Committee member, ECAI, 2014. • Program Committee member, AAMAS, 2014. • Reviewer for Naval Research Logistics, January, 2014. • Reviewer for IET Information Security, December, 2013. • Senior Program Committee member, IJCAI 2013. • Program Committee member, AAAI, 2013. • Reviewer for The Computer Journal (COMPJ), January 2013. • Reviewer for Journal of Artificial Intelligence Research (JAIR), October 2012. • Co-presenter of the tutorial on Game Theory for Security: Key Algorithmic Principles, Deployed Applications, Lessons Learned. Held at Center for Risk and Economic Analysis of Terrorism Events (CREATE), USC, September 2012.
  • 7. Manish Jain, Page 7 of 10 • Co-organizer of the tutorial on Game Theory and Security. Held at the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), June 2012. • Reviewer for Artificial Intelligence (AIJ), August 2011. • Co-chair of AAAI 2012 Spring Symposium on Game Theory for Security, Sustainability and Health, March 2012. • Co-organizer of the tutorial on Security Games. Held at the AAAI Conference on Artificial Intelli- gence (AAAI), August 2011. • Program Committee member of Workshop on Applied Adversarial Reasoning and Risk Modeling (AARM). Held at the AAAI Conference on Artificial Intelligence (AAAI), August 2011. • Co-organizer of the tutorial on Security Games. Held at the International Conference on Au- tonomous Agents and Multiagent Systems (AAMAS), May 2011. • Co-organizer of Workshop on Use-inspired Agents and Multiagent Systems. Held at the University of Southern California, March 2011. PROPOSALS HELPED IN • Towards Algorithmic Advances for Solving Stackelberg games: Addressing Model Uncertainties and Massive Game Scale-up, 4/15/10-4/15/13, approx $360, 000 Army Research Office • Scalable, Stochastic and Spatiotemporal Game Theory for Real-World Human Adversarial Behavior, 6/1/11-5/31/16, approximately $7, 500, 000, Fiscal Year (FY) 2011. Department of Defense Multi- disciplinary Research Program of the University Research Initiative. • Game theoretic randomization with applications to Federal Air Marshals (FAMS) IV, 10/1/11-7/1/12, approx $250, 000, Federal Air Marshals Service. • Game theoretic randomization with applications to Federal Air Marshals (FAMS) III, 10/1/11-7/1/12, approx $115, 000 (via the Rutgers CCICADA center from the Federal Air Marshals Service) • Multiagent system under uncertainty. Submission to National Science Foundation (did not succeed). • Multi-modal human-machine interaction and user modeling for adjustable autonomy. Submission of Office of Naval Research (ONR) (did not succeed). • Game-theoretic randomization of security operation in urban transportation networks. Submitted with the Los Angeles Sheriff’s Department (LASD) (did not succeed). INVITED TALKS AND COLLOQUIA • Victor Lesser Distinguished Dissertation Award Talk, AAMAS: Thwarting Adversaries with Unpre- dictability: Massive-scale Game-Theoretic Algorithms for Real-world Security Deployments. May 2014. • Computer Science Colloquium, Virginia Tech: Game-Theoretic Allocation of Limited Resources: Applications to Security Domains. March 2013. • Computer Science Colloquium, West Virginia University: Game-Theoretic Allocation of Limited Re- sources: Applications to Security Domains. March 2013. • Computer Science Colloquium, Indiana University: Game-Theoretic Allocation of Limited Resources: Applications to Security Domains. March 2013.
  • 8. Manish Jain, Page 8 of 10 • Computer Science Colloquium, University of New Hampshire: Game-Theoretic Allocation of Limited Resources: Applications to Security Domains. February 2013. • Department of Electrical Engineering Seminar, Indian Institute of Technology Bombay: Applying Game-Theory to Real-world Security Domains. January 2013. • Computer Science Department Seminar, Indian Institute of Information Technology Hyderabad: Ap- plying Game-Theory to Real-world Security Domains. January 2013. • Homeland Security Modeling Simulation (HLSMS) held at Autum Simulation Multiconference, Soci- ety for Modeling and Simulation International: Game Theory and Human Behavior: Lessons learned from deployed applications, November 2012. • Annual Allerton Conference on Communications, Control and Computing: Game Theory for Secu- rity: Key Algorithmic Principles, Deployed Systems, and Lessons Learned, October 2012. • ARO Workshop on Moving Target Defense, George Mason University: Game-theoretic approaches to security: Lessons learned from deployed systems, October 2011. • Computer Science Department, University of Texas at El Paso: Departmental seminar on Game Theory for Security: Algorithms and Applications, December 2010. EXPERIENCE • ARMORWAY. September 2012 – Present. Co-founder member, Chief Technology Officer. I have experience of working, incubating and starting a company at USC. ARMORWAY develops and markets software that uses game-theoretic algorithms to intelligently randomize security resource schedules. • University of Southern California, Los Angeles, California. August 2007 – May 2013. Research Assistant in the Department of Computer Science with Dr. Milind Tambe. My research is on developing algorithms for strategic interaction in multiagent domains using the game-theoretic framework. • Pramati Technologies, Hyderbad, India. June 2006 – July 2006. Summer Intern. Worked with Mr. Ramesh Logannathan, Vice President, Pramati Technologies. Worked as a developer of in-house tools for facilitating collaboration in projects. • International Institute of Information Technology, Hyderabad, India. March 2006 – June 2006 Intern in the Center for Data Engineering, Department of Computer Science with Dr. Kamalakar Karlapalem. Developer of work flows in a supply chain management system tailored towards the needs of small and medium enterprises. • International Institute of Information Technology, Hyderabad, India. May 2005 – July 2005. Research Assistant in the Center for Data Engineering, Department of Computer Science with Dr. Kamalakar Karlapalem. Work focused on studying the design of a supply chain management system. TEACHING • Guest Lecture at the University of Southern California for Freshman Academy. Instructor: Dr. Steve Bucher. Fall 2013. • Guest Lecture at the University of Southern California for Freshman Academy. Instructor: Dr. Steve Bucher. Fall 2012.
  • 9. Manish Jain, Page 9 of 10 • Guest Lecture at the University of Southern California for Freshman Academy. Instructor: Dr. Massoud Ghyam. Fall 2011. • Guest Lecture at the University of Southern California for Software Multiagent Systems. Instruc- tor: Dr. Milind Tambe. Spring 2011. • Guest Lecture at the University of Southern California for Software Multiagent Systems. Instruc- tor: Dr. Milind Tambe. Spring 2010. • Teaching Assistant at the University of Southern California for Software Multiagent Systems. with Dr. Milind Tambe. Spring 2009. • Teaching Assistant at the University of Southern California for Intelligent Agents and Science Fiction with Dr. Milind Tambe. Fall 2008.
  • 10. Manish Jain, Page 10 of 10 REFERENCES • Dr. Milind Tambe Helen N. and Emmett H. Jones Professor in Engineering, Professor, Computer Science & Industrial and Systems Engineering Departments, University of Southern California, 3737 Watt Way, Powell Hall of Engineering 410, Los Angeles, CA 90089, USA. Email: tambe@usc.edu Phone: 213-740-6447 • Dr. Vincent Conitzer Sally Dalton Robinson Professor of Computer Science, and Professor of Economics, Levine Science Research Center, Office D207, Box 90129, Duke University, Durham, NC 27708, USA. Email: conitzer@cs.duke.edu Phone: 919-660-6503 • Dr. Sarit Kraus Professor, Department of Computer Science, Bar-Ilan University Ramat Gan, 52900, Israel. Email: sarit@cs.biu.ac.il Phone: 972-3-531-8762 • Dr. Fernando Ord´o˜nez Associate Professor of Industrial and Systems Engineering, and Associate Professor of Computer Science, University of Southern California, and Associate Professor of Industrial Engineering Department, University of Chile at Santiago, Universidad de Chile, Republica 701, Santiago, Chile. Email: fordon@usc.edu, fordon@dii.uchile.cl Phone: +56-2-978-4064 • James B. Curren Program Manager, Studies, Research and Analysis, U.S. Department of Homeland Security, 601 S 12th Street, Arlington, VA. 22202-4220. Email: James.B.Curren@ole.tsa.dhs.gov Phone: +1-703-487-3100