No Prior, No Leakage: Revisiting Reconstruction Attacks in Trained Neural Networks
Authors: Yehonatan Refael, Guy Smorodinsky, Ofir Lindenbaum, Itay Safran | Published: 2025-09-25
プライバシー保護手法
Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation
Authors: Wenkai Guo, Xuefeng Liu, Haolin Wang, Jianwei Niu, Shaojie Tang, Jing Yuan | Published: 2025-09-25
RAG Security and Privacy: Formalizing the Threat Model and Attack Surface
Authors: Atousa Arzanipour, Rouzbeh Behnia, Reza Ebrahimi, Kaushik Dutta | Published: 2025-09-24
What If, But Privately: Private Counterfactual Retrieval
Authors: Shreya Meel, Mohamed Nomeir, Pasan Dissanayake, Sanghamitra Dutta, Sennur Ulukus | Published: 2025-08-05
SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks
Authors: Kaiyuan Zhang, Siyuan Cheng, Hanxi Guo, Yuetian Chen, Zian Su, Shengwei An, Yuntao Du, Charles Fleming, Ashish Kundu, Xiangyu Zhang, Ninghui Li | Published: 2025-06-12
Prada: Black-Box LLM Adaptation with Private Data on Resource-Constrained Devices
Authors: Ziyao Wang, Yexiao He, Zheyu Shen, Yu Li, Guoheng Sun, Myungjin Lee, Ang Li | Published: 2025-03-19
Zero-Knowledge Proof-Based Consensus for Blockchain-Secured Federated Learning
Authors: Tianxing Fu, Jia Hu, Geyong Min, Zi Wang | Published: 2025-03-17
VeriLeaky: Navigating IP Protection vs Utility in Fine-Tuning for LLM-Driven Verilog Coding
Authors: Zeng Wang, Minghao Shao, Mohammed Nabeel, Prithwish Basu Roy, Likhitha Mankali, Jitendra Bhandari, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel | Published: 2025-03-17
Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning
Authors: Ze Yang, Yihong Jin, Yihan Zhang, Juntian Liu, Xinhe Xu | Published: 2025-03-15
Split-n-Chain: Privacy-Preserving Multi-Node Split Learning with Blockchain-Based Auditability
Authors: Mukesh Sahani, Binanda Sengupta | Published: 2025-03-10 | Updated: 2025-04-15