Adversarial Learning

Demystifying Limited Adversarial Transferability in Automatic Speech Recognition Systems ICLR 2022 Demystifying the Adversarial Robustness of Random Transformation Defenses ICML 2022 Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them ICML 2022 Detecting Word-Level Adversarial Text Attacks via SHapley Additive exPlanations ACL 2022 Diffusion Models for Adversarial Purification ICML 2022 Discriminative Adversarial Learning for Speaker Independent Emotion Recognition Interspeech 2022 Diversified Adversarial Attacks based on Conjugate Gradient Method ICML 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 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 Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NeurIPS 2022 Efficient Robust Training via Backward Smoothing AAAI 2022 Eliminating Backdoor Triggers for Deep Neural Networks Using Attention Relation Graph Distillation IJCAI 2022 Evolution of Neural Tangent Kernels under Benign and Adversarial Training NeurIPS 2022 Exploring Effective Data for Surrogate Training Towards Black-Box Attack CVPR 2022 Exploring Frequency Adversarial Attacks for Face Forgery Detection CVPR 2022 Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks EMNLP 2022 Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack ICML 2022 FCA: Learning a 3D Full-Coverage Vehicle Camouflage for Multi-View Physical Adversarial Attack AAAI 2022 Fingerprinting Deep Neural Networks Globally via Universal Adversarial Perturbations CVPR 2022 Foiling Training-Time Attacks on Neural Machine Translation Systems EMNLP 2022 Fooling Explanations in Text Classifiers ICLR 2022 Formulating Robustness Against Unforeseen Attacks NeurIPS 2022