MaskSQL: Safeguarding Privacy for LLM-Based Text-to-SQL via Abstraction
Authors: Sepideh Abedini, Shubhankar Mohapatra, D. B. Emerson, Masoumeh Shafieinejad, Jesse C. Cresswell, Xi He | Published: 2025-09-27 | Updated: 2025-09-30
プロンプトリーキング
Enterprise AI Must Enforce Participant-Aware Access Control
Authors: Shashank Shreedhar Bhatt, Tanmay Rajore, Khushboo Aggarwal, Ganesh Ananthanarayanan, Ranveer Chandra, Nishanth Chandran, Suyash Choudhury, Divya Gupta, Emre Kiciman, Sumit Kumar Pandey, Srinath Setty, Rahul Sharma, Teijia Zhao | Published: 2025-09-18
Yet Another Watermark for Large Language Models
Authors: Siyuan Bao, Ying Shi, Zhiguang Yang, Hanzhou Wu, Xinpeng Zhang | Published: 2025-09-16
PromptCOS: Towards System Prompt Copyright Auditing for LLMs via Content-level Output Similarity
Authors: Yuchen Yang, Yiming Li, Hongwei Yao, Enhao Huang, Shuo Shao, Bingrun Yang, Zhibo Wang, Dacheng Tao, Zhan Qin | Published: 2025-09-03
The Double-edged Sword of LLM-based Data Reconstruction: Understanding and Mitigating Contextual Vulnerability in Word-level Differential Privacy Text Sanitization
Authors: Stephen Meisenbacher, Alexandra Klymenko, Andreea-Elena Bodea, Florian Matthes | Published: 2025-08-26
Membership Inference Attacks on LLM-based Recommender Systems
Authors: Jiajie He, Yuechun Gu, Min-Chun Chen, Keke Chen | Published: 2025-08-26
Retrieval-Augmented Defense: Adaptive and Controllable Jailbreak Prevention for Large Language Models
Authors: Guangyu Yang, Jinghong Chen, Jingbiao Mei, Weizhe Lin, Bill Byrne | Published: 2025-08-22 | Updated: 2025-11-03
MCPSecBench: A Systematic Security Benchmark and Playground for Testing Model Context Protocols
Authors: Yixuan Yang, Daoyuan Wu, Yufan Chen | Published: 2025-08-17 | Updated: 2025-10-09
VFLAIR-LLM: A Comprehensive Framework and Benchmark for Split Learning of LLMs
Authors: Zixuan Gu, Qiufeng Fan, Long Sun, Yang Liu, Xiaojun Ye | Published: 2025-08-05
A Survey on Data Security in Large Language Models
Authors: Kang Chen, Xiuze Zhou, Yuanguo Lin, Jinhe Su, Yuanhui Yu, Li Shen, Fan Lin | Published: 2025-08-04