Adversarial Learning

Rethinking DPO: The Role of Rejected Responses in Preference Misalignment EMNLP 2025 Rethinking Invariance Regularization in Adversarial Training to Improve Robustness-Accuracy Trade-off ICLR 2025 Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game CVPR 2025 Revealing Weaknesses in Text Watermarking Through Self-Information Rewrite Attacks ICML 2025 Revisiting Adversarial Patch Defenses on Object Detectors: Unified Evaluation, Large-Scale Dataset, and New Insights ICCV 2025 Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift CVPR 2025 reWordBench: Benchmarking and Improving the Robustness of Reward Models with Transformed Inputs EMNLP 2025 RGE-GS: Reward-Guided Expansive Driving Scene Reconstruction via Diffusion Priors ICCV 2025 RIVAL: Reinforcement Learning with Iterative and Adversarial Optimization for Machine Translation EMNLP 2025 Robust Heterogeneous Graph Classification for Molecular Property Prediction with Information Bottleneck AAAI 2025 Robustifying Zero-Shot Vision Language Models by Subspaces Alignment ICCV 2025 Robust LLM safeguarding via refusal feature adversarial training ICLR 2025 Robust Multi-Agent Reinforcement Learning with Stochastic Adversary ICML 2025 Robustness Inspired Graph Backdoor Defense ICLR 2025 Robust SAM: On the Adversarial Robustness of Vision Foundation Models AAAI 2025 RP-PGD: Boosting Segmentation Robustness with a Region-and-Prototype Based Adversarial Attack AAAI 2025 R-TPT: Improving Adversarial Robustness of Vision-Language Models through Test-Time Prompt Tuning CVPR 2025 SADA: Semantic Adversarial Unsupervised Domain Adaptation for Temporal Action Localization WACV 2025 SADBA: Self-Adaptive Distributed Backdoor Attack Against Federated Learning AAAI 2025 SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ACL 2025 Safeguarding RAG Pipelines with GMTP: A Gradient-based Masked Token Probability Method for Poisoned Document Detection ACL 2025 SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning EMNLP 2025 Saliuitl: Ensemble Salience Guided Recovery of Adversarial Patches against CNNs CVPR 2025 SAM Encoder Breach by Adversarial Simplicial Complex Triggers Downstream Model Failures ICCV 2025 Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness EMNLP 2025