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Classroom Contents
Classifiers Under Attack: Evasion Techniques and Defensive Strategies
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- 1 Intro
- 2 Adversaries Don't Cooperate
- 3 Focus: Evasion Attacks
- 4 PDF Malware Classifiers
- 5 Random Forest
- 6 Automated Classifier Evasion Using Genetic Programming
- 7 Goal: Find Evasive Variant
- 8 Start with Malicious Seed
- 9 Generating Variants
- 10 Selecting Promising Variants
- 11 Oracle
- 12 Fitness Function
- 13 Classifier Performance
- 14 Execution Cost
- 15 Retraining Classifier
- 16 Hide Classifier "Security Through Obscurity"
- 17 Cross-Evasion Effects
- 18 Evading Gmail's Classifier
- 19 Conclusion
