Privacy

Defense Against Prompt Injection Attack by Leveraging Attack Techniques ACL 2025 Deriving Semantic Checkers from Tests to Detect Silent Failures in Production Distributed Systems OSDI 2025 Distribution-Level Feature Distancing for Machine Unlearning: Towards a Better Trade-off Between Model Utility and Forgetting AAAI 2025 DOMBA: Double Model Balancing for Access-Controlled Language Models via Minimum-Bounded Aggregation AAAI 2025 DreaMark: Rooting Watermark in Score Distillation Sampling Generated Neural Radiance Fields AAAI 2025 Dynamic Guided and Domain Applicable Safeguards for Enhanced Security in Large Language Models NAACL 2025 Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing CVPR 2025 Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack ACL 2025 Efficiently Identifying Watermarked Segments in Mixed-Source Texts ACL 2025 ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models ACL 2025 Enhancing Facial Privacy Protection via Weakening Diffusion Purification CVPR 2025 EntropyMark: Towards More Harmless Backdoor Watermark via Entropy-based Constraint for Open-source Dataset Copyright Protection CVPR 2025 Erasing Undesirable Influence in Diffusion Models CVPR 2025 ESC: Erasing Space Concept for Knowledge Deletion CVPR 2025 Evaluating Robustness of Large Audio Language Models to Audio Injection: An Empirical Study EMNLP 2025 EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint EMNLP 2025 Exploiting Instruction-Following Retrievers for Malicious Information Retrieval ACL 2025 Exploiting the Shadows: Unveiling Privacy Leaks through Lower-Ranked Tokens in Large Language Models ACL 2025 Exploring Query Efficient Data Generation Towards Data-Free Model Stealing in Hard Label Setting AAAI 2025 Federated Graph Condensation with Information Bottleneck Principles AAAI 2025 FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning CVPR 2025 Find a Scapegoat: Poisoning Membership Inference Attack and Defense to Federated Learning ICCV 2025 FLSeg: Enhancing Privacy and Robustness in Federated Learning under Heterogeneous Data via Model Segmentation ICCV 2025 From Intentions to Techniques: A Comprehensive Taxonomy and Challenges in Text Watermarking for Large Language Models NAACL 2025 Geminio: Language-Guided Gradient Inversion Attacks in Federated Learning ICCV 2025