On the Effectiveness of Instruction-Tuning Local LLMs for Identifying Software Vulnerabilities
Authors: Sangryu Park, Gihyuk Ko, Homook Cho | Published: 2025-12-23
プロンプトインジェクション
GShield: Mitigating Poisoning Attacks in Federated Learning
Authors: Sameera K. M., Serena Nicolazzo, Antonino Nocera, Vinod P., Rafidha Rehiman K. A | Published: 2025-12-22
Efficient Jailbreak Mitigation Using Semantic Linear Classification in a Multi-Staged Pipeline
Authors: Akshaj Prashanth Rao, Advait Singh, Saumya Kumaar Saksena, Dhruv Kumar | Published: 2025-12-22
Prefix Probing: Lightweight Harmful Content Detection for Large Language Models
Authors: Jirui Yang, Hengqi Guo, Zhihui Lu, Yi Zhao, Yuansen Zhang, Shijing Hu, Qiang Duan, Yinggui Wang, Tao Wei | Published: 2025-12-18
A Systematic Study of Code Obfuscation Against LLM-based Vulnerability Detection
Authors: Xiao Li, Yue Li, Hao Wu, Yue Zhang, Yechao Zhang, Fengyuan Xu, Sheng Zhong | Published: 2025-12-18
Quantifying Return on Security Controls in LLM Systems
Authors: Richard Helder Moulton, Austin O'Brien, John D. Hastings | Published: 2025-12-17
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
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