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VERSION:2.0
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DESCRIPTION:   'Title: Removing the Ring of Gyges: Lessons from Securing AI
  Systems\n   Against File Format Abuse\n   When: Friday\, Aug 9\, 14:30 - 
 14:59 PDT\n   Where: LVCC West/Floor 1/Hall 2/HW2-07-03 - [1]Map\n\n   Des
 cription:\n\n   This talk will focus on the implications of our work defen
 ding AI\n   based cybersecurity systems against file format abuse for the 
 design\n   of AI systems for cyber. The audience will learn how the interf
 ace\n   between traditional cybersecurity systems and the AI models being\
 n   integrated into them impacts security. File format abuse enables\n   p
 olyglot files to bypass state-of-the-art malware detection systems\n   (ED
 R tools) that utilize machine learning in an attempt to catch novel\n   fo
 rms of malware. The polyglot file is sent to the wrong model because\n   t
 he embedded file type is not detected. Existing file type\, file\n   carvi
 ng\, and polyglot detection tools are insufficient to detect\n   polyglots
  used by threat actors in the wild. However\, we trained a\n   machine lea
 rning model capable of detecting all polyglot types in our\n   dataset\, w
 hich is based on threat actor usage of polyglots in the\n   wild\, with ov
 er 99.9% accuracy. Content disarm and reconstruct (CDR)\n   tools can also
  be used to disarm polyglots\, but are not effective on\n   all file types
 .\n\n   Speakers:Sean Oesch\,Luke Koch\,Brian Weber\,Amul Chaulagain\,Matt
 hew\n   Dixson\,Jared Dixon\,Cory Watson\n\n   SpeakerBio:  Sean Oesch\, O
 ak Ridge National Laboratory\n   No BIO available\n   SpeakerBio:  Luke Ko
 ch\, Oak Ridge National Laboratory\n   No BIO available\n   SpeakerBio:  B
 rian Weber\, Oak Ridge National Laboratory\n   No BIO available\n   Speake
 rBio:  Amul Chaulagain\, Oak Ridge National Laboratory\n   No BIO availabl
 e\n   SpeakerBio:  Matthew Dixson\n   No BIO available\n   SpeakerBio:  Ja
 red Dixon\n   No BIO available\n   SpeakerBio:  Cory Watson\n   No BIO ava
 ilable\n   '\n\n   1. #LVCCW_Level1_Hall2\n\n\n
DTEND:20240809T215900Z
DTSTART:20240809T213000Z
LOCATION:AIV - LVCC West/Floor 1/Hall 2/HW2-07-03
SUMMARY:Removing the Ring of Gyges: Lessons from Securing AI Systems Agains
 t File Format Abuse
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