Privacy

Learning Robust and Privacy-Preserving Representations via Information Theory AAAI 2025 LiD-FL: Towards List-Decodable Federated Learning AAAI 2025 Locally Private Estimation with Public Features AISTATS 2025 LongSafety: Evaluating Long-Context Safety of Large Language Models ACL 2025 LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty CVPR 2025 Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025 MCIP: Protecting MCP Safety via Model Contextual Integrity Protocol EMNLP 2025 MEDUSA: Medical Data Under Shadow Attacks via Hybrid Model Inversion AISTATS 2025 Membership and Memorization in LLM Knowledge Distillation EMNLP 2025 Membership Inference Attacks with False Discovery Rate Control ICCV 2025 MEraser: An Effective Fingerprint Erasure Approach for Large Language Models ACL 2025 Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging EMNLP 2025 Mesh Watermark Removal Attack and Mitigation: A Novel Perspective of Function Space AAAI 2025 MI-CAPTCHA: Enhance the Security of CAPTCHA Using Mooney Images AAAI 2025 Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025 Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking CVPR 2025 Misclassification-driven Fingerprinting for DNNs Using Frequency-aware GANs IJCAI 2025 MMGIA: Gradient Inversion Attack Against Multimodal Federated Learning via Intermodal Correlation IJCAI 2025 Model-based Large Language Model Customization as Service EMNLP 2025 Model Poisoning Attacks to Federated Learning via Multi-Round Consistency CVPR 2025 Model Rake: A Defense Against Stealing Attacks in Split Learning IJCAI 2025 MOZ-Smishing: A Benchmark Dataset for Detecting Mobile Money Frauds ACL 2025 MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge Translation AAAI 2025 Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints AAAI 2025 MYOPIA: Protecting Face Privacy from Malicious Personalized Text-to-Image Synthesis via Unlearnable Examples AAAI 2025