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Threat Models
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Lessons Learned from Evaluating the Robustness of Defenses to Adversarial Examples
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- 1 Intro
- 2 How do we generate adversarial examples?
- 3 Threat Models
- 4 A threat model is a formal statement defining when a system is intended to be secure.
- 5 This talk: non-certified defenses
- 6 For example: adversarial training
- 7 How complete are evaluations?
- 8 Case Study: ICLR 2018
- 9 Broken Defenses Correct Defenses
- 10 Lessons Learned from Evaluating the Robustness of Defenses to Adversarial Examples
- 11 Disentangling true robustness from apparent robustness is nontrivial
- 12 Lessons (2 of 2) performing better evaluations
- 13 To understand adversarial examples, repeatedly attack and defend, optimizing for lessons learned.
