PentestEval: Benchmarking LLM-based Penetration Testing with Modular and Stage-Level Design
Authors: Ruozhao Yang, Mingfei Cheng, Gelei Deng, Tianwei Zhang, Junjie Wang, Xiaofei Xie | Published: 2025-12-16
プロンプトインジェクション
FlipLLM: Efficient Bit-Flip Attacks on Multimodal LLMs using Reinforcement Learning
Authors: Khurram Khalil, Khaza Anuarul Hoque | Published: 2025-12-10
Chasing Shadows: Pitfalls in LLM Security Research
Authors: Jonathan Evertz, Niklas Risse, Nicolai Neuer, Andreas Müller, Philipp Normann, Gaetano Sapia, Srishti Gupta, David Pape, Soumya Shaw, Devansh Srivastav, Christian Wressnegger, Erwin Quiring, Thorsten Eisenhofer, Daniel Arp, Lea Schönherr | Published: 2025-12-10
Democratizing ML for Enterprise Security: A Self-Sustained Attack Detection Framework
Authors: Sadegh Momeni, Ge Zhang, Birkett Huber, Hamza Harkous, Sam Lipton, Benoit Seguin, Yanis Pavlidis | Published: 2025-12-09
ThinkTrap: Denial-of-Service Attacks against Black-box LLM Services via Infinite Thinking
Authors: Yunzhe Li, Jianan Wang, Hongzi Zhu, James Lin, Shan Chang, Minyi Guo | Published: 2025-12-08
SoK: a Comprehensive Causality Analysis Framework for Large Language Model Security
Authors: Wei Zhao, Zhe Li, Jun Sun | Published: 2025-12-04
In-Context Representation Hijacking
Authors: Itay Yona, Amir Sarid, Michael Karasik, Yossi Gandelsman | Published: 2025-12-03
HarnessAgent: Scaling Automatic Fuzzing Harness Construction with Tool-Augmented LLM Pipelines
Authors: Kang Yang, Yunhang Zhang, Zichuan Li, GuanHong Tao, Jun Xu, XiaoJing Liao | Published: 2025-12-03
Immunity memory-based jailbreak detection: multi-agent adaptive guard for large language models
Authors: Jun Leng, Litian Zhang, Xi Zhang | Published: 2025-12-03
Contextual Image Attack: How Visual Context Exposes Multimodal Safety Vulnerabilities
Authors: Yuan Xiong, Ziqi Miao, Lijun Li, Chen Qian, Jie Li, Jing Shao | Published: 2025-12-02