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Nozzle: A Defense Against Heap-spraying Code Injection Attacks Paruj Ratanaworabhan, Cornell University  Ben Livshits and Ben Zorn, Microsoft Research (Redmond, WA)
Heap Spraying is a Problem http://www.web2secure.com/2009/07/mozilla-firefox-35-heap-spray.html Common Element: All vulnerable  applications support  embedded scripting languages (JavaScript, ActionScript, etc.) Flash July 23, 2009 Firefox 3.5 July 14, 2009 Adobe Acrobat / Reader  February 19, 2009 http://blog.fireeye.com/research/2009/07/actionscript_heap_spray.html Adobe Acrobat/Reader July 23, 2009 2
Drive-By Heap Spraying 3 Owned!
Drive-By Heap Spraying (2) 4 ASLR  prevents  the attack Program Heap ok bad PC Creates the malicious object ok <HTML> <SCRIPT language="text/javascript"> shellcode = unescape("%u4343%u4343%...''); </SCRIPT> <IFRAME SRC=file://BBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBB … NAME="CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC … ഍഍"></IFRAME> </HTML> Triggers the jump
Drive-By Heap Spraying (3) 5 Program Heap bad ok bad bad bad bad ok bad <SCRIPT language="text/javascript"> shellcode= unescape("%u4343%u4343%...''); oneblock= unescape("%u0C0C%u0C0C"); varfullblock = oneblock; while(fullblock.length<0x40000) { fullblock+= fullblock;   } sprayContainer= new Array(); for(i=0; i<1000; i++) { sprayContainer[i] = fullblock + shellcode;   } </SCRIPT> Allocate 1000s of malicious objects
Kittens of DoomWhat data can you trust? Heap spraying is quite general, easy to implement Many applications allow scripts in type safe languages JavaScript, ActionScript Java, C# Many applications accept data from untrusted sources Embed malicious code in images, documents, DLLs, etc. [Sotirov & Dowd BH’08] 6
Nozzle – Runtime Heap Spraying Detection Application: Web Browser Malicious Site Normalized Surface Area Nozzle answers:How much of my heap is suspicious? Normal Site Logical time (number of allocations/frees) 7
Outline Nozzle design & implementation Evaluation False positives False negatives New threats (Adobe Reader) Summary 8
Nozzle Design Application Threads Nozzle Threads Advantages ,[object Object]
 Can be applied to existing binariesscan object and classify Repeat Create  Object Initialize Object benign object new object init object suspect object suspect object suspect object benign object benign object benign object Application Heap 9
Local Malicious Object Detection Is this object dangerous? Code or Data? NOP sled Is this object code? Code and data look the same on x86 Focus on sled detection Majority of object is sled Spraying scripts build simple sleds Is this code a NOP sled? Previous techniques do not look at heap Many heap objects look like NOP sleds 80% false positive rates using previous techniques Need stronger local techniques 000000000000000000000000000000000000000000000000000000000000000000000000 000000000000 add [eax], al add [eax], al add [eax], al add [eax], al add [eax], al add [eax], al add [eax], al 0101010101 0101010101 0101010101 0101010101 0101010101 0101010101 0101010101 and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] 10 10 shellcode
Object Surface Area Calculation (1) Assume: attacker wants to reach shell code from jump to any point in object Goal: find blocks that are likely to be reached via control flow Strategy: use dataflow analysis to compute “surface area” of each block  11 An example object from visiting google.com 11
Object Surface Area Calculation (2) Each block starts with its own size as weight Weights are propagated forward with flow Invalid blocks don’t propagate Iterate until a fixpoint is reached Compute block with highest weight 12 4 4 12 2 6 12 3 9 4 10 12 15 2 12 12 2 14 14 An example object from visiting google.com 12
Nozzle Global Heap Metric Normalize to (approx): P(jump will cause exploit) build CFG Compute threat of entire heap dataflow Compute threat of single block Compute threat of single object 13
Nozzle Experimental Summary 14
Nozzle on Benign Sites Benign sites have low Nozzle NSA Max NSA always less than 12% Thresholds can be set much higher for detection(50% or more) 15 15
Nozzle with Known Heap Sprays 12 published heap spray pages in multiple browsers 2,000 synthetic heap spray pages using MetaSploit advanced NOP engine  shellcode database 16 Result: max NSA between 76% and 96%Nozzle detects real spraying attacks
Nozzle Runtime Overhead 17 17
Using Nozzle in Adobe Reader 18 Demo det-AcroRd32.exe AcroRd32.exe Detours nozzlert.dll Results- Detected a published heap spray attack (NSA > 75%)- Runtime overhead was 8% on average - NSA of normal document < 10%
Summary Heap spraying attacks are Easy to implement, easy to retarget In widespread use Existing detection methods fail to classify malicious objects on x86 architecture Nozzle Effectively detects published attacks (known and new) Has acceptable runtime overhead Can be used both online and offline 19
Questions? Paruj Ratanaworabhan (paruj.r@gmail.com)	 Ben Livshits (livshits@microsoft.com) Ben Zorn (zorn@microsoft.com) Nozzle heap spraying See us on Channel 9:http://channel9.msdn.com/posts/Peli/      Heap-Spraying-Attack-Detection-with-Nozzle/ 20
Backup 21
Attacks on Nozzle Injecting junk into start of object  Where does the exploit code begin? TOCTTOU – When do you scan the object? Attacks on surface area calculation Jumps outside of objects Multiple instances of shellcode inside an object Hiding the code itself Code that rewrites heap at last minute 22
What about Data Execution Prevention? DEP / NX bit = hardware to prevent code execution on the heap DEP is great , but isn’t used everywhere Issues with app compatibility DEP can be circumvented JIT compilers complicate the story Nozzle augments DEP for defense in depth 23

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Nozzle: A Defense Against Heap-spraying Code Injection Attacks

  • 1. Nozzle: A Defense Against Heap-spraying Code Injection Attacks Paruj Ratanaworabhan, Cornell University Ben Livshits and Ben Zorn, Microsoft Research (Redmond, WA)
  • 2. Heap Spraying is a Problem http://www.web2secure.com/2009/07/mozilla-firefox-35-heap-spray.html Common Element: All vulnerable applications support embedded scripting languages (JavaScript, ActionScript, etc.) Flash July 23, 2009 Firefox 3.5 July 14, 2009 Adobe Acrobat / Reader February 19, 2009 http://blog.fireeye.com/research/2009/07/actionscript_heap_spray.html Adobe Acrobat/Reader July 23, 2009 2
  • 4. Drive-By Heap Spraying (2) 4 ASLR prevents the attack Program Heap ok bad PC Creates the malicious object ok <HTML> <SCRIPT language="text/javascript"> shellcode = unescape("%u4343%u4343%...''); </SCRIPT> <IFRAME SRC=file://BBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBB … NAME="CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC … ഍഍"></IFRAME> </HTML> Triggers the jump
  • 5. Drive-By Heap Spraying (3) 5 Program Heap bad ok bad bad bad bad ok bad <SCRIPT language="text/javascript"> shellcode= unescape("%u4343%u4343%...''); oneblock= unescape("%u0C0C%u0C0C"); varfullblock = oneblock; while(fullblock.length<0x40000) { fullblock+= fullblock; } sprayContainer= new Array(); for(i=0; i<1000; i++) { sprayContainer[i] = fullblock + shellcode; } </SCRIPT> Allocate 1000s of malicious objects
  • 6. Kittens of DoomWhat data can you trust? Heap spraying is quite general, easy to implement Many applications allow scripts in type safe languages JavaScript, ActionScript Java, C# Many applications accept data from untrusted sources Embed malicious code in images, documents, DLLs, etc. [Sotirov & Dowd BH’08] 6
  • 7. Nozzle – Runtime Heap Spraying Detection Application: Web Browser Malicious Site Normalized Surface Area Nozzle answers:How much of my heap is suspicious? Normal Site Logical time (number of allocations/frees) 7
  • 8. Outline Nozzle design & implementation Evaluation False positives False negatives New threats (Adobe Reader) Summary 8
  • 9.
  • 10. Can be applied to existing binariesscan object and classify Repeat Create Object Initialize Object benign object new object init object suspect object suspect object suspect object benign object benign object benign object Application Heap 9
  • 11. Local Malicious Object Detection Is this object dangerous? Code or Data? NOP sled Is this object code? Code and data look the same on x86 Focus on sled detection Majority of object is sled Spraying scripts build simple sleds Is this code a NOP sled? Previous techniques do not look at heap Many heap objects look like NOP sleds 80% false positive rates using previous techniques Need stronger local techniques 000000000000000000000000000000000000000000000000000000000000000000000000 000000000000 add [eax], al add [eax], al add [eax], al add [eax], al add [eax], al add [eax], al add [eax], al 0101010101 0101010101 0101010101 0101010101 0101010101 0101010101 0101010101 and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] and ah, [edx] 10 10 shellcode
  • 12. Object Surface Area Calculation (1) Assume: attacker wants to reach shell code from jump to any point in object Goal: find blocks that are likely to be reached via control flow Strategy: use dataflow analysis to compute “surface area” of each block 11 An example object from visiting google.com 11
  • 13. Object Surface Area Calculation (2) Each block starts with its own size as weight Weights are propagated forward with flow Invalid blocks don’t propagate Iterate until a fixpoint is reached Compute block with highest weight 12 4 4 12 2 6 12 3 9 4 10 12 15 2 12 12 2 14 14 An example object from visiting google.com 12
  • 14. Nozzle Global Heap Metric Normalize to (approx): P(jump will cause exploit) build CFG Compute threat of entire heap dataflow Compute threat of single block Compute threat of single object 13
  • 16. Nozzle on Benign Sites Benign sites have low Nozzle NSA Max NSA always less than 12% Thresholds can be set much higher for detection(50% or more) 15 15
  • 17. Nozzle with Known Heap Sprays 12 published heap spray pages in multiple browsers 2,000 synthetic heap spray pages using MetaSploit advanced NOP engine shellcode database 16 Result: max NSA between 76% and 96%Nozzle detects real spraying attacks
  • 19. Using Nozzle in Adobe Reader 18 Demo det-AcroRd32.exe AcroRd32.exe Detours nozzlert.dll Results- Detected a published heap spray attack (NSA > 75%)- Runtime overhead was 8% on average - NSA of normal document < 10%
  • 20. Summary Heap spraying attacks are Easy to implement, easy to retarget In widespread use Existing detection methods fail to classify malicious objects on x86 architecture Nozzle Effectively detects published attacks (known and new) Has acceptable runtime overhead Can be used both online and offline 19
  • 21. Questions? Paruj Ratanaworabhan (paruj.r@gmail.com) Ben Livshits (livshits@microsoft.com) Ben Zorn (zorn@microsoft.com) Nozzle heap spraying See us on Channel 9:http://channel9.msdn.com/posts/Peli/ Heap-Spraying-Attack-Detection-with-Nozzle/ 20
  • 23. Attacks on Nozzle Injecting junk into start of object Where does the exploit code begin? TOCTTOU – When do you scan the object? Attacks on surface area calculation Jumps outside of objects Multiple instances of shellcode inside an object Hiding the code itself Code that rewrites heap at last minute 22
  • 24. What about Data Execution Prevention? DEP / NX bit = hardware to prevent code execution on the heap DEP is great , but isn’t used everywhere Issues with app compatibility DEP can be circumvented JIT compilers complicate the story Nozzle augments DEP for defense in depth 23
  • 25. Global Detection is Necessary 24 P. Akritidis, E. P. Markatos, M. Polychronakis, and K. G. Anagnostakis, STRIDE:Polymorphicsled detection through instruction sequence analysis

Editor's Notes

  1. cmd.exe opened
  2. Runtime monitor Assumes objects are code and classifies- Tracks current state of heap
  3. Adobe Reader heap spray exploit published in February 2009We detoured shipping version of Adobe Reader 9.1.0 with NozzleResultsDetected a published heap spray attack (NSA = 98%)Runtime overhead was 8% on averageNSA of normal document < 10%