Yigitcan Kaya (@yigitcankaya1) 's Twitter Profile
Yigitcan Kaya

@yigitcankaya1

Intelligence Community (IC) Postdoc Fellow @ucsantabarbara SecLab, Team @shellphish, working at the intersection of security and ML.

ID: 819583974175608834

linkhttps://yigitcankaya.github.io/ calendar_today12-01-2017 16:37:01

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(2/5):🔍We expose that ML-based malware detectors trained on sandbox data fall short when deployed on real-world endpoints. Testing on sandbox traces: ~95% recall (prior work) Testing on real-world endpoint traces: <20% recall (our work) That’s a 75% drop in effectiveness!