Adversarial Learning

Boosting Adversarial Transferability via Negative Hessian Trace Regularization ICCV 2025 Boosting Adversarial Transferability via Residual Perturbation Attack ICCV 2025 Boosting Generative Adversarial Transferability with Self-supervised Vision Transformer Features ICCV 2025 Breaking Agents: Compromising Autonomous LLM Agents Through Malfunction Amplification EMNLP 2025 Breaking Barriers in Physical-World Adversarial Examples: Improving Robustness and Transferability via Robust Feature AAAI 2025 Breaking the Ceiling: Exploring the Potential of Jailbreak Attacks through Expanding Strategy Space ACL 2025 Break the Breakout: Reinventing LM Defense Against Jailbreak Attacks with Self-Refine NAACL 2025 Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025 Bridging the Theoretical Gap in Randomized Smoothing AISTATS 2025 Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025 CAMH: Advancing Model Hijacking Attack in Machine Learning AAAI 2025 Can an Individual Manipulate the Collective Decisions of Multi-Agents? EMNLP 2025 Can Go AIs Be Adversarially Robust? AAAI 2025 Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates ACL 2025 Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices CVPR 2025 Can You Trick the Grader? Adversarial Persuasion of LLM Judges EMNLP 2025 CAPTURE: Context-Aware Prompt Injection Testing and Robustness Enhancement ACL 2025 CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations ACL 2025 Certification of Speaker Recognition Models to Additive Perturbations AAAI 2025 Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks CVPR 2025 Chain-of-Jailbreak Attack for Image Generation Models via Step by Step Editing ACL 2025 ChatBug: A Common Vulnerability of Aligned LLMs Induced by Chat Templates AAAI 2025 CL-Attack: Textual Backdoor Attacks via Cross-Lingual Triggers AAAI 2025 Clean-Label Graph Backdoor Attack in the Node Classification Task AAAI 2025 COMMIT: Certifying Robustness of Multi-Sensor Fusion Systems Against Semantic Attacks AAAI 2025