Adversarial Learning

A Combination of Noise and Bilateral Filters Achieve Supralinear and Scalable Adversarial Robustness in CNNs CVPR 2026 Activation Decomposition and Steering for LLM Backdoor Remediation ACL 2026 Activation-Guided Local Editing for Jailbreaking Attacks ACL 2026 AdapAction: Adaptive Target Action Backdoor Attack against GUI Agents CVPR 2026 Adapter Shield: A Unified Framework with Built-in Authentication for Preventing Unauthorized Zero-Shot Image-to-Image Generation CVPR 2026 Adaptive Instruction Composition for Automated LLM Red-Teaming ACL 2026 A Difference-in-Difference Approach to Detecting AI-Generated Images CVPR 2026 Adversarial Style Optimization: Enhancing VLM Jailbreaks by GRPO-based Stylistic Triggers Optimization CVPR 2026 AdvFM: Lookahead Flow-Matching Velocity-Field Attacks for Imperceptible and Transferable Adversarial Examples CVPR 2026 AGFT: Alignment-Guided Fine-Tuning for Zero-Shot Adversarial Robustness of Vision-Language Models CVPR 2026 All Vehicles Can Lie: Efficient Adversarial Defense in Fully Untrusted-Vehicle Collaborative Perception via Pseudo-Random Bayesian Inference CVPR 2026 Anti-I2V: Safeguarding your Photos from Malicious Image-to-video Generation CVPR 2026 AntiStyler: Defending Object Detection Models Against Adversarial Patch Attacks Using Style Removal CVPR 2026 A Provable Energy-Guided Test-Time Defense Boosting Adversarial Robustness of Large Vision-Language Models CVPR 2026 Are LLMs Reliable Rankers? Rank Manipulation via Two-Stage Token Optimization ACL 2026 ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System ACL 2026 ARGUS: Policy-Adaptive Ad Governance via Evolving Reinforcement with Adversarial Umpiring ACL 2026 Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models ACL 2026 A Unified Perspective on Adversarial Membership Manipulation in Vision Models CVPR 2026 AutoRAN: Automated Hijacking of Safety Reasoning in Large Reasoning Models ACL 2026 Beyond Explicit Refusals: Soft-Failure Attacks on Retrieval-Augmented Generation ACL 2026 Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning ACL 2026 BlackMirror: Black-Box Backdoor Detection for Text-to-Image Models via Instruction-Response Deviation CVPR 2026 BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks ACL 2026 Breaking Multimodal LLM Safety via Video-Driven Prompting CVPR 2026