Adversarial Learning

Domain Adversarial Training: A Game Perspective ICLR 2022 Domain Reconstruction for UWB Car Key Localization Using Generative Adversarial Networks AAAI 2022 Don’t sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks NAACL 2022 Double Bubble, Toil and Trouble: Enhancing Certified Robustness through Transitivity NeurIPS 2022 Double Sampling Randomized Smoothing ICML 2022 DST: Dynamic Substitute Training for Data-Free Black-Box Attack CVPR 2022 DTA: Physical Camouflage Attacks Using Differentiable Transformation Network CVPR 2022 Dual-Key Multimodal Backdoors for Visual Question Answering CVPR 2022 Effective Backdoor Defense by Exploiting Sensitivity of Poisoned Samples NeurIPS 2022 Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NeurIPS 2022 Efficient Adversarial Training with Robust Early-Bird Tickets EMNLP 2022 Efficient and Effective Augmentation Strategy for Adversarial Training NeurIPS 2022 Efficient and Robust Knowledge Graph Construction AACL 2022 Efficient and transferable adversarial examples from bayesian neural networks UAI 2022 Efficient Robust Training via Backward Smoothing AAAI 2022 Enhance the Visual Representation via Discrete Adversarial Training NeurIPS 2022 Enhancing Adversarial Robustness for Deep Metric Learning CVPR 2022 Enhancing Adversarial Training With Second-Order Statistics of Weights CVPR 2022 Enhancing Classifier Conservativeness and Robustness by Polynomiality CVPR 2022 Enhancing the Transferability of Adversarial Examples with Random Patch IJCAI 2022 Evading Adversarial Example Detection Defenses with Orthogonal Projected Gradient Descent ICLR 2022 Evaluating the Robustness of Semantic Segmentation for Autonomous Driving Against Real-World Adversarial Patch Attacks WACV 2022 Evolution of Neural Tangent Kernels under Benign and Adversarial Training NeurIPS 2022 Evolutive Adversarially-Trained Bayesian Network Autoencoder for Interpretable Anomaly Detection PGM 2022 Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis Interspeech 2022