Adversarial Learning

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 Sanitizing Backdoored Graph Neural Networks: A Multidimensional Approach IJCAI 2025 SDBF: Steep-Decision-Boundary Fingerprinting for Hard-Label Tampering Detection of DNN Models CVPR 2025 SEAS: Self-Evolving Adversarial Safety Optimization for Large Language Models AAAI 2025 Seeing is Not Believing: Adversarial Natural Object Optimization for Hard-Label 3D Scene Attacks CVPR 2025 Seeing Through Deepfakes: A Human-Inspired Framework for Multi-Face Detection ICCV 2025 SEMINAR: SEMantic InformatioN Augmented JailbReak Attack in LLM ACML 2025 SeqAR: Jailbreak LLMs with Sequential Auto-Generated Characters NAACL 2025 Sheep’s Skin, Wolf’s Deeds: Are LLMs Ready for Metaphorical Implicit Hate Speech? ACL 2025 Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation CVPR 2025 Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models CVPR 2025 SilverSpeak: Evading AI-Generated Text Detectors using Homoglyphs COLING 2025 SLADE: Shielding against Dual Exploits in Large Vision-Language Models CVPR 2025 SMP-Attack: Boosting the Transferability of Feature Importance-based Adversarial Attack with Semantics-aware Multi-granularity Patchout ICCV 2025 SPIRIT: Patching Speech Language Models against Jailbreak Attacks EMNLP 2025 SQL Injection Jailbreak: A Structural Disaster of Large Language Models ACL 2025 StealthAttack: Robust 3D Gaussian Splatting Poisoning via Density-Guided Illusions ICCV 2025 Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models CVPR 2025 Stealthy Jailbreak Attacks on Large Language Models via Benign Data Mirroring NAACL 2025 Stepwise Reasoning Disruption Attack of LLMs ACL 2025 STEREO: A Two-Stage Framework for Adversarially Robust Concept Erasing from Text-to-Image Diffusion Models CVPR 2025 Strategic Classification With Externalities ICLR 2025 SUA: Stealthy Multimodal Large Language Model Unlearning Attack EMNLP 2025