Privacy

Staining and Locking Computer Vision Models Without Retraining ICCV 2025 Stealing Training Data from Large Language Models in Decentralized Training through Activation Inversion Attack ACL 2025 StolenLoRA: Exploring LoRA Extraction Attacks via Synthetic Data ICCV 2025 Stress-testing Machine Generated Text Detection: Shifting Language Models Writing Style to Fool Detectors ACL 2025 SUA: Stealthy Multimodal Large Language Model Unlearning Attack EMNLP 2025 SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains EMNLP 2025 Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack EMNLP 2025 TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods NAACL 2025 The Ranking Blind Spot: Decision Hijacking in LLM-based Text Ranking EMNLP 2025 Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification ICCV 2025 Towards Secure and Usable 3D Assets: A Novel Framework for Automatic Visible Watermarking WACV 2025 Towards Source-Free Machine Unlearning CVPR 2025 TrojanStego: Your Language Model Can Secretly Be A Steganographic Privacy Leaking Agent EMNLP 2025 TrustMark: Robust Watermarking and Watermark Removal for Arbitrary Resolution Images ICCV 2025 TUNI: A Textual Unimodal Detector for Identity Inference in CLIP Models NAACL 2025 UIPE: Enhancing LLM Unlearning by Removing Knowledge Related to Forgetting Targets EMNLP 2025 Understanding PII Leakage in Large Language Models: A Systematic Survey IJCAI 2025 Universal Semantic Disentangled Privacy-preserving Speech Representation Learning Interspeech 2025 Unraveling Interwoven Roles of Large Language Models in Authorship Privacy: Obfuscation, Mimicking, and Verification EMNLP 2025 Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges ACL 2025 Variance-Based Membership Inference Attacks Against Large-Scale Image Captioning Models CVPR 2025 Vision Language Model Helps Private Information De-Identification in Vision Data ACL 2025 WavShape: Information-Theoretic Speech Representation Learning for Fair and Privacy-Aware Audio Processing Interspeech 2025 Web Intellectual Property at Risk: Preventing Unauthorized Real-Time Retrieval by Large Language Models EMNLP 2025 When GPT Spills the Tea: Comprehensive Assessment of Knowledge File Leakage in GPTs ACL 2025