Privacy

Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions NAACL 2025 Does Training with Synthetic Data Truly Protect Privacy? ICLR 2025 DOMBA: Double Model Balancing for Access-Controlled Language Models via Minimum-Bounded Aggregation AAAI 2025 DPED: Multi-Layer Noise Distillation for Privacy-Preserving Text Embeddings EMNLP 2025 DPF-CM: A Data Processing Framework with Privacy-Preserving Vector Databases for Chinese Medical LLMs Training and Deployment EMNLP 2025 DP-FROST: Differentially Private Fine-tuning of Pre-trained Models with Freezing Model Parameters COLING 2025 DPGA-TextSyn: Differentially Private Genetic Algorithm for Synthetic Text Generation ACL 2025 DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting EMNLP 2025 DP-MemArc: Differential Privacy Transfer Learning for Memory Efficient Language Models AAAI 2025 DR-Encoder: Encode Low-rank Gradients with Random Prior for Large Language Models Differentially Privately AAAI 2025 DualGuard: A Parameter Space Transformation Approach for Bidirectional Defense in Split-Based LLM Fine-Tuning ACL 2025 DuMo: Dual Encoder Modulation Network for Precise Concept Erasure AAAI 2025 DUTir at SemEval-2025 Task 4: Optimized Fine-Tuning of Linear Layers for Balanced Knowledge Forgetting and Retention SemEval 2025 Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense ICLR 2025 Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025 DynFrs: An Efficient Framework for Machine Unlearning in Random Forest ICLR 2025 DYNTEXT: Semantic-Aware Dynamic Text Sanitization for Privacy-Preserving LLM Inference ACL 2025 EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning AAAI 2025 ECCC: Edge Code Cloak Coder for Privacy Code Agent EMNLP 2025 EcoSafeRAG: Efficient Security through Context Analysis in Retrieval-Augmented Generation EMNLP 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 Efficient Decoding Methods for Language Models on Encrypted Data IJCNLP 2025 Efficient Knowledge Deletion from Trained Models Through Layer-wise Partial Machine Unlearning JMLR 2025 Efficient Unlearning for Spatio-temporal Graph (Student Abstract) AAAI 2025