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Reinforcement learning has produced game-changing AI's that top human level performance in the game of Go and a myriad of hacked retro Atari games (e.g., Pong).In an analogous fashion, we demonstrate an AI agent that has learned through thousands of "games" against a next-gen AV malware detector which sequence of functionality-preserving changes to perform on a Windows PE malware file so that it bypasses the detector.0 0ctane 0x00string A Aleph-Naught- Hyrum Anderson Ayoul3 Dor Azouri B Leonard Bailey (1, 2) Avi Bashan Ryan Baxendale Max Bazaliy Oleksandr Bazhaniuk Scott Behrens B1TKILL3R Steinthor Bjarnason Hanno Böck Daniel Bohannon (DBO) Francis Brown Elie Bursztein Shabid Buttar C Caezar Nick Cano Nate Cardozo Damien "virtualabs" Cauquil ceyx chaosdata Cheng CINCVol FLT CJ_000 Gil Cohen Tomer Cohen Romain Coltel Joshua Corman (1, 2) Dan Cvrcek D Christian "quaddi" Dameff MD MS Josh Datko Dark Tangent (1, 2) Patrick De Santis Andreas Dewes Roger Dingledine Cory Doctorow Christopher Domas E Chris Eagle Svea Eckert Omar Eissa El Kentaro Peyton "Foofus" Engel F Allan Friedman Joe Fitz Patrick Gus Fritschie Fuzzy Nop G Eva Galperin Denton Gentry ginsback Igal Gofman Chris Grayson Grifter H Jason Haddix Hawaii John Weston Hecker Jeremy Heffner Jason Hernandez High Wiz Kashmir Hill Lee Holmes (1, 2) Lin Huang Stephan Huber Rep.Will Hurd (1, 2) I Invisigoth J Jason Jones Matt 'openfly' Joyce K K2 Mr.No math or machine learning background is required; fundamental understanding of malware and Windows PE files is a welcome; and previous experience hacking Atari Pong is a plus.Hyrum Anderson Hyrum Anderson is technical director of data scientist at Endgame, where he leads research on detecting adversaries and their tools using machine learning.Ayoul3 Ayoub is a pentester working for Wavestone, a consulting firm based in France.He got interested in Mainframe security in 2014 when, during an audit, he noticed the big security gap between this platform and standard systems like Windows and Unix.

Raggo Siegfried Rasthofer Inbar Raz Redezem Sam Richards Roamer Andy Robbins David "Karit" Robinson Joe Rozner Gabriel "solstice" Ryan S 5A1F Morten Schenk Michael Schrenk Tess Schrodinger Will Schroeder Dr.You start a BITS job, and from that point on, BITS is responsible for the download.But what if we tell you that BITS is a careless middleman?Prior to joining Endgame he conducted information security and situational awareness research as a researcher at Fire Eye, Mandiant, Sandia National Laboratories and MIT Lincoln Laboratory.He received his Ph D in Electrical Engineering (signal and image processing machine learning) from the University of Washington and BS/MS degrees from Brigham Young University.




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