Top 12 Adversarial Learning Papers

• DaST: Data-free Substitute Training for Adversarial Attacks
• The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks
• Robustness Guarantees for Deep Neural Networks on Videos
• A Self-supervised Approach for Adversarial Robustness
• Towards Verifying Robustness of Neural Networks Against A Family of Semantic Perturbations
• Unpaired Image Super-Resolution using Pseudo-Supervision
• How Does Noise Help Robustness? Explanation and Exploration under the Neural SDE Framework
• Adversarial Vertex Mixup: Toward Better Adversarially Robust Generalization
• Universal Litmus Patterns: Revealing Backdoor Attacks in CNNs
• Benchmarking Adversarial Robustness on Image Classification
• What it Thinks is Important is Important: Robustness Transfers through Input Gradients
• Transferable, Controllable, and Inconspicuous Adversarial Attacks on Person Re-identificationWith Deep Mis-Ranking