Privacy

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration ACL 2025 Privacy Ripple Effects from Adding or Removing Personal Information in Language Model Training ACL 2025 PrivacyScalpel: Enhancing LLM Privacy via Interpretable Feature Intervention with Sparse Autoencoders EMNLP 2025 Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning AAAI 2025 PrivateEye: In-Sensor Privacy Preservation Through Optical Feature Separation WACV 2025 Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models ACL 2025 Private Synthetic Text Generation with Diffusion Models NAACL 2025 PrivDNFIS: Privacy-preserving and Efficient Deep Neuro-Fuzzy Inference System AAAI 2025 Proactive Privacy Amnesia for Large Language Models: Safeguarding PII with Negligible Impact on Model Utility ICLR 2025 PROL : Rehearsal Free Continual Learning in Streaming Data via Prompt Online Learning ICCV 2025 Prompt-based Unifying Inference Attack on Graph Neural Networks AAAI 2025 PromptKeeper: Safeguarding System Prompts for LLMs EMNLP 2025 Protecting Privacy in Multimodal Large Language Models with MLLMU-Bench NAACL 2025 Protecting Users From Themselves: Safeguarding Contextual Privacy in Interactions with Conversational Agents ACL 2025 Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations CVPR 2025 Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning ICLR 2025 Provably Secure Image Robust Steganography via Cross-modal Error Correction AAAI 2025 Proxy Barrier: A Hidden Repeater Layer Defense Against System Prompt Leakage and Jailbreaking EMNLP 2025 PsyDial: A Large-scale Long-term Conversational Dataset for Mental Health Support ACL 2025 Public Data Assisted Differentially Private In-Context Learning EMNLP 2025 PV-VTT: A Privacy-Centric Dataset for Mission-Specific Anomaly Detection and Natural Language Interpretation WACV 2025 Queries, Representation & Detection: The Next 100 Model Fingerprinting Schemes AAAI 2025 Query-based Knowledge Transfer for Heterogeneous Learning Environments ICLR 2025 QueryShield: A Platform to Mitigate Enterprise Data Leakage in Queries to External LLMs NAACL 2025 RAEncoder: A Label-Free Reversible Adversarial Examples Encoder for Dataset Intellectual Property Protection CVPR 2025