Defenses Against Prompt Attacks Learn Surface Heuristics
Authors: Shawn Li, Chenxiao Yu, Zhiyu Ni, Hao Li, Charith Peris, Chaowei Xiao, Yue Zhao | Published: 2026-01-12
Safe-FedLLM: Delving into the Safety of Federated Large Language Models
Authors: Mingxiang Tao, Yu Tian, Wenxuan Tu, Yue Yang, Xue Yang, Xiangyan Tang | Published: 2026-01-12
Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework
Authors: Yixiao Peng, Hao Hu, Feiyang Li, Xinye Cao, Yingchang Jiang, Jipeng Tang, Guoshun Nan, Yuling Liu | Published: 2026-01-12
Knowledge-to-Data: LLM-Driven Synthesis of Structured Network Traffic for Testbed-Free IDS Evaluation
Authors: Konstantinos E. Kampourakis, Vyron Kampourakis, Efstratios Chatzoglou, Georgios Kambourakis, Stefanos Gritzalis | Published: 2026-01-08
CurricuLLM: Designing Personalized and Workforce-Aligned Cybersecurity Curricula Using Fine-Tuned LLMs
Authors: Arthur Nijdam, Harri Kähkönen, Valtteri Niemi, Paul Stankovski Wagner, Sara Ramezanian | Published: 2026-01-08
Decentralized Privacy-Preserving Federal Learning of Computer Vision Models on Edge Devices
Authors: Damian Harenčák, Lukáš Gajdošech, Martin Madaras | Published: 2026-01-08
Unified Framework for Qualifying Security Boundary of PUFs Against Machine Learning Attacks
Authors: Hongming Fei, Zilong Hu, Prosanta Gope, Biplab Sikdar | Published: 2026-01-08
Know Thy Enemy: Securing LLMs Against Prompt Injection via Diverse Data Synthesis and Instruction-Level Chain-of-Thought Learning
Authors: Zhiyuan Chang, Mingyang Li, Yuekai Huang, Ziyou Jiang, Xiaojun Jia, Qian Xiong, Junjie Wang, Zhaoyang Li, Qing Wang | Published: 2026-01-08
Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks
Authors: Hoagy Cunningham, Jerry Wei, Zihan Wang, Andrew Persic, Alwin Peng, Jordan Abderrachid, Raj Agarwal, Bobby Chen, Austin Cohen, Andy Dau, Alek Dimitriev, Rob Gilson, Logan Howard, Yijin Hua, Jared Kaplan, Jan Leike, Mu Lin, Christopher Liu, Vladimir Mikulik, Rohit Mittapalli, Clare O'Hara, Jin Pan, Nikhil Saxena, Alex Silverstein, Yue Song, Xunjie Yu, Giulio Zhou, Ethan Perez, Mrinank Sharma | Published: 2026-01-08
Decision-Aware Trust Signal Alignment for SOC Alert Triage
Authors: Israt Jahan Chowdhury, Md Abu Yousuf Tanvir | Published: 2026-01-08