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Eugene Spafford, Dongyan Xu, Ryan Riley

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1 Process Coloring: An Information Flow-Preserving Approach to Malware Investigation
Eugene Spafford, Dongyan Xu, Ryan Riley Department of Computer Science and Center for Education and Research in Information Assurance and Security (CERIAS) Purdue University Xuxian Jiang Department of Computer Science George Mason University NICIAR PI Meeting Chicago, IL April 7-10, 2008

2 LSSD Process Coloring For Malware Alert and Investigation An OS-level Information Flow Preserving Approach APPROACH Track OS-level information flows Taint processes/data based on their influence between each other Record color(s) in log entries NEW CAPABILITIES Color-based malware alert Color-based malware break-in point identification Color-based log partitioning PLAN / PROGRESS Model process color diffusion in real OS (done) Demonstrate process coloring prototype in a malware scenario Includes both server (done) and client (Aug.08) side solutions Mitigate color saturation effect in malware alert Profiling and visualization (done) Reducing false positives caused by legitimate color mixing (Jul.08) Tracking cross-border color mixing (Sept.08) Deploy in a real-world environment (Sept.08 – Dec.08) APPLICATIONS System monitoring and malware (e.g. bots) detection Malware forensics Sensitive information protection 2

3 Virtual Machine Monitor (VMM)
HQ2: How is it done now? Any limitations? HQ1: What are you trying to do? Key idea: propagating and logging malware break-in provenance information (“colors”) along OS-level information flows Existing tools only consider direct causality relations without preserving and exploiting break-in provenance information Virtual Machine Log Monitor Log MySQL DNS Sendmail Apache Logger Guest OS Virtual Machine Monitor (VMM) 3

4 HQ4: What difference will it make?
HQ3: What’s new? Why do you think it’ll succeed? Capability 1: Color-based malware alert Initial coloring s30sendmail s30sendmail s55sshd s55sshd Syscall Log s45named s45named init rc s80httpd s80httpd /etc/shadow Confidential Info httpd netcat Capability 3: Color-based log partition for contamination analysis Local files /bin/sh Capability 2: Color-based identification of malware break-in point Coloring diffusion wget Rootkit

5 HQ5: What about its duration, cost, and milestones?
Released a PC prototype for server-side deployment (Dec. 07) Investigated color saturation problem (i.e. “brown problem” ) on client side (Feb. 08) Implemented two techniques to mitigate the “brown problem” (Apr. 08) In talks with UT/SwRI team on integrating program-level and OS-level information flows

6 Current Work: Color Saturation Mitigation (Brown Problem)
Policy: Data written by financial software should not be read by software that can transmit it outside of the system Finance agobot3 agobot3 Browser Finances.pdf Finances.pdf agobot3 agobot3

7 Current Work: Color Saturation Mitigation (Brown Problem)
Policy: Data written by financial software should not be read by software that can transmit it outside of the system Finance Browser Browser notes.txt Doc Edit Doc Edit Finances.pdf .recently_used

8 Technique 1: Sink File Insulation

9 Technique 1: Sink File Insulation
F1040.pdf

10 Technique 1: Sink File Insulation
Some files become color sinks Color transfers unnecessarily Simply “insulate” these sinks

11 Technique 1: Sink File Insulation

12 Technique 1: Sink File Insulation
F1040.pdf

13 Technique 2: Contextual Insulation
Is that secure? Depends on your goals Certainly not ideal Let’s give some brains to the insulation… Look at application context Call stacks

14 Technique 2: Contextual Insulation

15 Technique 2: Contextual Insulation

16 Technique 2: Contextual Insulation
Call stack tells us application context Functions called, arguments used, etc. Take a union of valid call stacks to find commonalities Compare it to runtime stack 0xb72914eb 0xb77155cc 0x 0xb7582c74 - 0xb56a5b0c 0x ...

17 A Demo of Sink File Insulation http://friends. cs. purdue

18 For more information about the Process Coloring project:
Thank you! For more information about the Process Coloring project:


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