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Synthesizing Robust Adversarial Examples Anish Athalye, Logan Engstrom, Andrew Ilyas*, Kevin Kwok Standard Adversarial Examples Given image x ; target class y Maximize with projected gradient descent: Standard Adversarial Examples Standard

Synthesizing Robust Adversarial Examples Anish Athalye*, Logan Engstrom*, Andrew Ilyas*, Kevin Kwok
Standard Adversarial Examples Given image x ; target class y Maximize with projected gradient descent:
Standard Adversarial Examples
Standard Adversarial Examples
Standard Adversarial Examples Given image x ; target class y Maximize with projected gradient descent: What happens when we transform the images?
Standard Examples are Fragile
Robust Adversarial Examples Given image x ; target class y ; distribution of transformations T Maximize expectation over transformation : What happens when we transform the images?
Robust Adversarial Examples
Implementation Euclidean LAB distance: Lagrangian Relaxation: Law of Large Numbers:
Results
Scaling EOT to 3D Bundle everything into the transformation: - 3D rendering - 3D rotation - Perspective projection - Lighting - Noise
Challenges - Implementing a differentiable renderer - Modeling 3D printer color inaccuracy - Approximating physical phenomena - Choosing parameters of distribution
Demo

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