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
Prompt Injection
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
AegisAgent: An Autonomous Defense Agent Against Prompt Injection Attacks in LLM-HARs
Authors: Yihan Wang, Huanqi Yang, Shantanu Pal, Weitao Xu | Published: 2025-12-24
Odysseus: Jailbreaking Commercial Multimodal LLM-integrated Systems via Dual Steganography
Authors: Songze Li, Jiameng Cheng, Yiming Li, Xiaojun Jia, Dacheng Tao | Published: 2025-12-23
On the Effectiveness of Instruction-Tuning Local LLMs for Identifying Software Vulnerabilities
Authors: Sangryu Park, Gihyuk Ko, Homook Cho | Published: 2025-12-23
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