Adversarial Learning

Multi-Paradigm Collaborative Adversarial Attack Against Multi-Modal Large Language Models CVPR 2026 No Evidence of Disease: Clinically-Risky Adversarial Chest CT Report Generation MIDL 2026 No Way To Steal My Face: Proactive Defense Against Identity-Preserving Personalized Generation CVPR 2026 OASIS: Mitigating Harmful Fine-tuning Attacks on LLMs via Orthogonal and Adaptive Safety Alignment Strategy ACL 2026 Omni-Attack: Adversarial Attacks on Open-Ended VQA in Black-Box Multimodal LLMs CVPR 2026 On the Feasibility of Fréchet Radiomic Distance–Constrained Adversarial Examples in Medical Imaging: Methods and Trade-offs MIDL 2026 On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference ACL 2026 On the Role of Temporal Granularity in the Robustness of Spiking Neural Networks CVPR 2026 Out of Sight, Out of Track: Adversarial Attacks on Propagation-based Multi-Object Trackers via Query State Manipulation CVPR 2026 PA-Attack: Guiding Gray-Box Attacks on LVLM Vision Encoders with Prototypes and Attention CVPR 2026 PARASITE: Conditional System Prompt Poisoning to Hijack LLMs ACL 2026 PGA: Prior-free Generative Attack for Practical No-box Scenario CVPR 2026 Phantom: Physical Object Interactions as Dynamic Triggers for NMS-Exploited Backdoors CVPR 2026 Physical Adversarial Clothing Evades Visible-Thermal Detectors via Non-Overlapping RGB-T Pattern CVPR 2026 PoInit-of-View: Poisoning Initialization of Views Transfers Across Multiple 3D Reconstruction Systems CVPR 2026 Principled Steering via Null-space Projection for Jailbreak Defense in Vision-Language Models CVPR 2026 Protego: User-Centric Pose-Invariant Privacy Protection Against Face Recognition-Induced Digital Footprint Exposure CVPR 2026 PureProof: Diffusion-Resistant Black-box Targeted Attack on Large Vision-Language Models CVPR 2026 Query-Efficient Agentic Graph Extraction Attacks on GraphRAG Systems ACL 2026 R$^2$TUA: Reconstruction-residual Based Targeted and Untargeted Attack Against Text-Image Person Re-Identification CVPR 2026 RaPA: Enhancing Transferable Targeted Attacks via Random Parameter Pruning CVPR 2026 Reasoning Hijacking: The Fragility of Reasoning Alignment in Large Language Models ACL 2026 RecoverMark: Robust Watermarking for Localization and Recovery of Manipulated Faces CVPR 2026 Red-teaming Retrieval-Augmented Diffusion Models via Poisoning Knowledge Bases CVPR 2026 Reference Attack: A New Cross-Modal Jailbreaking Attack against Multimodal Large Language Models ACL 2026