Adversarial Learning

Prompt-driven Transferable Adversarial Attack on Person Re-Identification with Attribute-aware Textual Inversion ICCV 2025 PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks AAAI 2025 Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations CVPR 2025 Proxy Barrier: A Hidden Repeater Layer Defense Against System Prompt Leakage and Jailbreaking EMNLP 2025 Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation NAACL 2025 QueryAttack: Jailbreaking Aligned Large Language Models Using Structured Non-natural Query Language ACL 2025 Query-Based and Unnoticeable Graph Injection Attack from Neighborhood Perspective IJCAI 2025 Quickest Detection of Adversarial Attacks Against Correlated Equilibria AAAI 2025 RAEncoder: A Label-Free Reversible Adversarial Examples Encoder for Dataset Intellectual Property Protection CVPR 2025 RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors AAAI 2025 RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical features UAI 2025 Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models EMNLP 2025 Recoverable Facial Identity Protection via Adaptive Makeup Transfer Adversarial Attacks AAAI 2025 RedHerring Attack: Testing the Reliability of Attack Detection EMNLP 2025 RedHit: Adaptive Red-Teaming of Large Language Models via Search, Reasoning, and Preference Optimization ACL 2025 Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters AAAI 2025 Replay Attacks Against Audio Deepfake Detection Interspeech 2025 Rethinking Backdoor Detection Evaluation for Language Models EMNLP 2025 Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game CVPR 2025 Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift CVPR 2025 RP-PGD: Boosting Segmentation Robustness with a Region-and-Prototype Based Adversarial Attack AAAI 2025 SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection EMNLP 2025 Safe in Isolation, Dangerous Together: Agent-Driven Multi-Turn Decomposition Jailbreaks on LLMs ACL 2025 SAFENUDGE: Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs EMNLP 2025 SAFER: Sharpness Aware layer-selective Finetuning for Enhanced Robustness in vision transformers ICCV 2025