Adversarial Learning

Parameter-free and Accessible Prompt Learning to Enhance Adversarial Robustness for Pre-trained Vision-Language Models NAACL 2025 PatchDEMUX: A Certifiably Robust Framework for Multi-label Classifiers Against Adversarial Patches CVPR 2025 PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies CVPR 2025 PBCAT: Patch-Based Composite Adversarial Training against Physically Realizable Attacks on Object Detection ICCV 2025 PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization EMNLP 2025 PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization NAACL 2025 Perception-Guided Jailbreak Against Text-to-Image Models AAAI 2025 PerReactor: Offline Personalised Multiple Appropriate Facial Reaction Generation AAAI 2025 PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training ICLR 2025 Phi: Preference Hijacking in Multi-modal Large Language Models at Inference Time EMNLP 2025 PhyCamo: A Robust Physical Camouflage via Contrastive Learning for Multi-View Physical Adversarial Attack AAAI 2025 Physical Adversarial Camouflage Through Gradient Calibration and Regularization IJCAI 2025 PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization ACL 2025 PIGuard: Prompt Injection Guardrail via Mitigating Overdefense for Free ACL 2025 Pixel2Feature Attack (P2FA): Rethinking the Perturbed Space to Enhance Adversarial Transferability ICML 2025 Pixel Is Not a Barrier: An Effective Evasion Attack for Pixel-Domain Diffusion Models AAAI 2025 PLA: Prompt Learning Attack against Text-to-Image Generative Models ICCV 2025 Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy CVPR 2025 PNAct: Crafting Backdoor Attacks in Safe Reinforcement Learning IJCAI 2025 POI Recommendation via Multi-Objective Adversarial Imitation Learning AAAI 2025 PoisonBench: Assessing Language Model Vulnerability to Poisoned Preference Data ICML 2025 PoisonedEye: Knowledge Poisoning Attack on Retrieval-Augmented Generation based Large Vision-Language Models ICML 2025 Poisoning-based Backdoor Attacks for Arbitrary Target Label with Positive Triggers IJCAI 2025 Power of Diversity: Enhancing Data-Free Black-Box Attack with Domain-Augmented Learning AAAI 2025 Practicable Black-Box Evasion Attacks on Link Prediction in Dynamic Graphs—a Graph Sequential Embedding Method AAAI 2025