STAF: Leveraging LLMs for Automated Attack Tree-Based Security Test Generation
Authors: Tanmay Khule, Stefan Marksteiner, Jose Alguindigue, Hannes Fuchs, Sebastian Fischmeister, Apurva Narayan | Published: 2025-09-24
Model DoS
LLMs as verification oracles for Solidity
Authors: Massimo Bartoletti, Enrico Lipparini, Livio Pompianu | Published: 2025-09-23
SilentStriker:Toward Stealthy Bit-Flip Attacks on Large Language Models
Authors: Haotian Xu, Qingsong Peng, Jie Shi, Huadi Zheng, Yu Li, Cheng Zhuo | Published: 2025-09-22
Exploit Tool Invocation Prompt for Tool Behavior Hijacking in LLM-Based Agentic System
Authors: Yu Liu, Yuchong Xie, Mingyu Luo, Zesen Liu, Zhixiang Zhang, Kaikai Zhang, Zongjie Li, Ping Chen, Shuai Wang, Dongdong She | Published: 2025-09-06 | Updated: 2025-09-15
ConfGuard: A Simple and Effective Backdoor Detection for Large Language Models
Authors: Zihan Wang, Rui Zhang, Hongwei Li, Wenshu Fan, Wenbo Jiang, Qingchuan Zhao, Guowen Xu | Published: 2025-08-02 | Updated: 2025-08-05
When LLMs Copy to Think: Uncovering Copy-Guided Attacks in Reasoning LLMs
Authors: Yue Li, Xiao Li, Hao Wu, Yue Zhang, Fengyuan Xu, Xiuzhen Cheng, Sheng Zhong | Published: 2025-07-22
Visual Contextual Attack: Jailbreaking MLLMs with Image-Driven Context Injection
Authors: Ziqi Miao, Yi Ding, Lijun Li, Jing Shao | Published: 2025-07-03
Evaluating Language Models For Threat Detection in IoT Security Logs
Authors: Jorge J. Tejero-Fernández, Alfonso Sánchez-Macián | Published: 2025-07-03
SoK: Data Reconstruction Attacks Against Machine Learning Models: Definition, Metrics, and Benchmark
Authors: Rui Wen, Yiyong Liu, Michael Backes, Yang Zhang | Published: 2025-06-09
Attention Knows Whom to Trust: Attention-based Trust Management for LLM Multi-Agent Systems
Authors: Pengfei He, Zhenwei Dai, Xianfeng Tang, Yue Xing, Hui Liu, Jingying Zeng, Qiankun Peng, Shrivats Agrawal, Samarth Varshney, Suhang Wang, Jiliang Tang, Qi He | Published: 2025-06-03