PrivTune: Efficient and Privacy-Preserving Fine-Tuning of Large Language Models via Device-Cloud Collaboration
Authors: Yi Liu, Weixiang Han, Chengjun Cai, Xingliang Yuan, Cong Wang | Published: 2025-12-09
Literature Database
Democratizing ML for Enterprise Security: A Self-Sustained Attack Detection Framework
Authors: Sadegh Momeni, Ge Zhang, Birkett Huber, Hamza Harkous, Sam Lipton, Benoit Seguin, Yanis Pavlidis | Published: 2025-12-09
Attention is All You Need to Defend Against Indirect Prompt Injection Attacks in LLMs
Authors: Yinan Zhong, Qianhao Miao, Yanjiao Chen, Jiangyi Deng, Yushi Cheng, Wenyuan Xu | Published: 2025-12-09
Argus: A Multi-Agent Sensitive Information Leakage Detection Framework Based on Hierarchical Reference Relationships
Authors: Bin Wang, Hui Li, Liyang Zhang, Qijia Zhuang, Ao Yang, Dong Zhang, Xijun Luo, Bing Lin | Published: 2025-12-09
Systematization of Knowledge: Security and Safety in the Model Context Protocol Ecosystem
Authors: Shiva Gaire, Srijan Gyawali, Saroj Mishra, Suman Niroula, Dilip Thakur, Umesh Yadav | Published: 2025-12-09
A Practical Framework for Evaluating Medical AI Security: Reproducible Assessment of Jailbreaking and Privacy Vulnerabilities Across Clinical Specialties
Authors: Jinghao Wang, Ping Zhang, Carter Yagemann | Published: 2025-12-09
Understanding Privacy Risks in Code Models Through Training Dynamics: A Causal Approach
Authors: Hua Yang, Alejandro Velasco, Sen Fang, Bowen Xu, Denys Poshyvanyk | Published: 2025-12-08
Privacy Practices of Browser Agents
Authors: Alisha Ukani, Hamed Haddadi, Ali Shahin Shamsabadi, Peter Snyder | Published: 2025-12-08
Amulet: Fast TEE-Shielded Inference for On-Device Model Protection
Authors: Zikai Mao, Lingchen Zhao, Lei Xu, Wentao Dong, Shenyi Zhang, Cong Wang, Qian Wang | Published: 2025-12-08
ThinkTrap: Denial-of-Service Attacks against Black-box LLM Services via Infinite Thinking
Authors: Yunzhe Li, Jianan Wang, Hongzi Zhu, James Lin, Shan Chang, Minyi Guo | Published: 2025-12-08