adversarial robustness

Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NeurIPS 2022 Efficient Robust Training via Backward Smoothing AAAI 2022 Efficient Training of Low-Curvature Neural Networks NeurIPS 2022 Enhancing Adversarial Robustness for Deep Metric Learning CVPR 2022 Enhancing Classifier Conservativeness and Robustness by Polynomiality CVPR 2022 Enhancing Tabular Reasoning with Pattern Exploiting Training AACL 2022 Evaluating the Adversarial Robustness of Adaptive Test-time Defenses ICML 2022 Evolution of Neural Tangent Kernels under Benign and Adversarial Training NeurIPS 2022 Explicit Tradeoffs between Adversarial and Natural Distributional Robustness NeurIPS 2022 Exploiting the Relationship Between Kendall's Rank Correlation and Cosine Similarity for Attribution Protection NeurIPS 2022 Fairness-Aware PAC Learning from Corrupted Data JMLR 2022 Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack ICML 2022 Fast Provably Robust Decision Trees and Boosting ICML 2022 FedCC: Federated Learning with Consensus Confirmation for Byzantine Attack Resistance (Student Abstract) AAAI 2022 Finding Biological Plausibility for Adversarially Robust Features via Metameric Tasks ICLR 2022 Finding Dynamics Preserving Adversarial Winning Tickets AISTATS 2022 Flooding-X: Improving BERT’s Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning ACL 2022 FLVoogd: Robust And Privacy Preserving Federated Learning ACML 2022 Formulating Robustness Against Unforeseen Attacks NeurIPS 2022 Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness ICLR 2022 Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness ACL 2022 GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction MLHC 2022 Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness CVPR 2022 Gradient Methods Provably Converge to Non-Robust Networks NeurIPS 2022 Hear No Evil: Towards Adversarial Robustness of Automatic Speech Recognition via Multi-Task Learning Interspeech 2022