Privacy

CLEAR: Character Unlearning in Textual and Visual Modalities ACL 2025 CLMTracing: Black-box User-level Watermarking for Code Language Model Tracing EMNLP 2025 Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning EMNLP 2025 Contrastive Unlearning: A Contrastive Approach to Machine Unlearning IJCAI 2025 CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor EMNLP 2025 Data-centric NLP Backdoor Defense from the Lens of Memorization NAACL 2025 Differentially Private Continual Release of Histograms and Related Queries AISTATS 2025 Distribution-Level Feature Distancing for Machine Unlearning: Towards a Better Trade-off Between Model Utility and Forgetting AAAI 2025 Do Not DeepFake Me: Privacy-Preserving Neural 3D Head Reconstruction Without Sensitive Images AAAI 2025 DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting EMNLP 2025 DreaMark: Rooting Watermark in Score Distillation Sampling Generated Neural Radiance Fields AAAI 2025 DyePack: Provably Flagging Test Set Contamination in LLMs Using Backdoors EMNLP 2025 EASY: Emotion-aware Speaker Anonymization via Factorized Distillation Interspeech 2025 Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing CVPR 2025 Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization ACL 2025 Empirical Evaluation of Loss Masking to Selectively Prevent Memorization ACL 2025 Erasing Undesirable Influence in Diffusion Models CVPR 2025 Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models ACL 2025 EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint EMNLP 2025 Exploiting the Shadows: Unveiling Privacy Leaks through Lower-Ranked Tokens in Large Language Models ACL 2025 Exposing Privacy Gaps: Membership Inference Attack on Preference Data for LLM Alignment AISTATS 2025 Facial Expression Recognition with Controlled Privacy Preservation and Feature Compensation WACV 2025 FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge EMNLP 2025 FedBaF: Federated Learning Aggregation Biased by a Foundation Model AISTATS 2025 FedHAN: A Cache-Based Semi-Asynchronous Federated Learning Framework Defending Against Poisoning Attacks in Heterogeneous Clients IJCAI 2025