Adversarial Learning

Structure-Guided Adversarial Training of Diffusion Models CVPR 2024 Structure-Preserving Physics-Informed Neural Networks with Energy or Lyapunov Structure IJCAI 2024 Stumbling Blocks: Stress Testing the Robustness of Machine-Generated Text Detectors Under Attacks ACL 2024 Style Adaptation and Uncertainty Estimation for Multi-Source Blended-Target Domain Adaptation NeurIPS 2024 Style-News: Incorporating Stylized News Generation and Adversarial Verification for Neural Fake News Detection EACL 2024 Subspace Defense: Discarding Adversarial Perturbations by Learning a Subspace for Clean Signals COLING 2024 SuperDeepFool: a new fast and accurate minimal adversarial attack NeurIPS 2024 SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024 SYNFAC-EDIT: Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization EMNLP 2024 T2IShield: Defending Against Backdoors on Text-to-Image Diffusion Models ECCV 2024 TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases NeurIPS 2024 Tackling the XAI Disagreement Problem with Regional Explanations AISTATS 2024 TaiChi: Improving the Robustness of NLP Models by Seeking Common Ground While Reserving Differences COLING 2024 Target-Guided Adversarial Point Cloud Transformer Towards Recognition Against Real-world Corruptions NeurIPS 2024 Task-Agnostic Detector for Insertion-Based Backdoor Attacks NAACL 2024 Taxonomy Driven Fast Adversarial Training AAAI 2024 Teaching Large Language Models to Translate with Comparison AAAI 2024 Team-Fictitious Play for Reaching Team-Nash Equilibrium in Multi-team Games NeurIPS 2024 Temporal-Distributed Backdoor Attack against Video Based Action Recognition AAAI 2024 Testable Learning of General Halfspaces with Adversarial Label Noise COLT 2024 Testing Generated Distributions in GANs to Penalize Mode Collapse AISTATS 2024 Textual-Driven Adversarial Purification for Speaker Verification Interspeech 2024 TFCD: Towards Multi-modal Sarcasm Detection via Training-Free Counterfactual Debiasing IJCAI 2024 The Best Defense is Attack: Repairing Semantics in Textual Adversarial Examples EMNLP 2024 The Effectiveness of Random Forgetting for Robust Generalization ICLR 2024