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
LLM Watermark Evasion via Bias Inversion
Authors: Jeongyeon Hwang, Sangdon Park, Jungseul Ok | Published: 2025-09-27 | Updated: 2025-10-01
Secure and Efficient Access Control for Computer-Use Agents via Context Space
Authors: Haochen Gong, Chenxiao Li, Rui Chang, Wenbo Shen | Published: 2025-09-26 | Updated: 2025-10-21
Defending MoE LLMs against Harmful Fine-Tuning via Safety Routing Alignment
Authors: Jaehan Kim, Minkyoo Song, Seungwon Shin, Sooel Son | Published: 2025-09-26 | Updated: 2025-10-09
Backdoor Attribution: Elucidating and Controlling Backdoor in Language Models
Authors: Miao Yu, Zhenhong Zhou, Moayad Aloqaily, Kun Wang, Biwei Huang, Stephen Wang, Yueming Jin, Qingsong Wen | Published: 2025-09-26 | Updated: 2025-09-30
It’s not Easy: Applying Supervised Machine Learning to Detect Malicious Extensions in the Chrome Web Store
Authors: Ben Rosenzweig, Valentino Dalla Valle, Giovanni Apruzzese, Aurore Fass | Published: 2025-09-25 | Updated: 2025-10-02
No Prior, No Leakage: Revisiting Reconstruction Attacks in Trained Neural Networks
Authors: Yehonatan Refael, Guy Smorodinsky, Ofir Lindenbaum, Itay Safran | Published: 2025-09-25
EvoMail: Self-Evolving Cognitive Agents for Adaptive Spam and Phishing Email Defense
Authors: Wei Huang, De-Tian Chu, Lin-Yuan Bai, Wei Kang, Hai-Tao Zhang, Bo Li, Zhi-Mo Han, Jing Ge, Hai-Feng Lin | Published: 2025-09-25
PMark: Towards Robust and Distortion-free Semantic-level Watermarking with Channel Constraints
Authors: Jiahao Huo, Shuliang Liu, Bin Wang, Junyan Zhang, Yibo Yan, Aiwei Liu, Xuming Hu, Mingxun Zhou | Published: 2025-09-25
Automatic Red Teaming LLM-based Agents with Model Context Protocol Tools
Authors: Ping He, Changjiang Li, Binbin Zhao, Tianyu Du, Shouling Ji | Published: 2025-09-25