Adversarial Learning

TextHacker: Learning based Hybrid Local Search Algorithm for Text Hard-label Adversarial Attack EMNLP 2022 TextHoaxer: Budgeted Hard-Label Adversarial Attacks on Text AAAI 2022 Text Style Transferring via Adversarial Masking and Styled Filling EMNLP 2022 Textual Backdoor Attacks Can Be More Harmful via Two Simple Tricks EMNLP 2022 Textual Manifold-based Defense Against Natural Language Adversarial Examples EMNLP 2022 “That Is a Suspicious Reaction!”: Interpreting Logits Variation to Detect NLP Adversarial Attacks ACL 2022 The Effectiveness of Time Stretching for Enhancing Dysarthric Speech for Improved Dysarthric Speech Recognition Interspeech 2022 Think Twice Before Detecting GAN-Generated Fake Images From Their Spectral Domain Imprints CVPR 2022 Tight Analysis of Extra-gradient and Optimistic Gradient Methods For Nonconvex Minimax Problems NeurIPS 2022 Toward Efficient Robust Training against Union of ℓ_p Threat Models NeurIPS 2022 Toward Robust Spiking Neural Network Against Adversarial Perturbation NeurIPS 2022 Towards Adversarially Robust Text Classifiers by Learning to Reweight Clean Examples ACL 2022 Towards Cross-speaker Reading Style Transfer on Audiobook Dataset Interspeech 2022 Towards Efficient Data Free Black-Box Adversarial Attack CVPR 2022 Towards Lightweight Black-Box Attack Against Deep Neural Networks NeurIPS 2022 Towards Practical Certifiable Patch Defense With Vision Transformer CVPR 2022 Towards Reasonable Budget Allocation in Untargeted Graph Structure Attacks via Gradient Debias NeurIPS 2022 Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond CVPR 2022 Towards Stronger Adversarial Baselines Through Human-AI Collaboration ACL 2022 Towards Transferable Adversarial Attacks on Vision Transformers AAAI 2022 ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection ACL 2022 Trading off Image Quality for Robustness is not Necessary with Regularized Deterministic Autoencoders NeurIPS 2022 Training with More Confidence: Mitigating Injected and Natural Backdoors During Training NeurIPS 2022 Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart CVPR 2022 Understanding and Increasing Efficiency of Frank-Wolfe Adversarial Training CVPR 2022