SecureCAI: Injection-Resilient LLM Assistants for Cybersecurity Operations
Authors: Mohammed Himayath Ali, Mohammed Aqib Abdullah, Mohammed Mudassir Uddin, Shahnawaz Alam | Published: 2026-01-12
Prompt Injection
When Bots Take the Bait: Exposing and Mitigating the Emerging Social Engineering Attack in Web Automation Agent
Authors: Xinyi Wu, Geng Hong, Yueyue Chen, MingXuan Liu, Feier Jin, Xudong Pan, Jiarun Dai, Baojun Liu | 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
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
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
HoneyTrap: Deceiving Large Language Model Attackers to Honeypot Traps with Resilient Multi-Agent Defense
Authors: Siyuan Li, Xi Lin, Jun Wu, Zehao Liu, Haoyu Li, Tianjie Ju, Xiang Chen, Jianhua Li | Published: 2026-01-07
Jailbreaking LLMs & VLMs: Mechanisms, Evaluation, and Unified Defense
Authors: Zejian Chen, Chaozhuo Li, Chao Li, Xi Zhang, Litian Zhang, Yiming He | Published: 2026-01-07
JPU: Bridging Jailbreak Defense and Unlearning via On-Policy Path Rectification
Authors: Xi Wang, Songlei Jian, Shasha Li, Xiaopeng Li, Zhaoye Li, Bin Ji, Baosheng Wang, Jie Yu | Published: 2026-01-06
EquaCode: A Multi-Strategy Jailbreak Approach for Large Language Models via Equation Solving and Code Completion
Authors: Zhen Liang, Hai Huang, Zhengkui Chen | Published: 2025-12-29
Casting a SPELL: Sentence Pairing Exploration for LLM Limitation-breaking
Authors: Yifan Huang, Xiaojun Jia, Wenbo Guo, Yuqiang Sun, Yihao Huang, Chong Wang, Yang Liu | Published: 2025-12-24