Representation Bending for Large Language Model Safety
Authors: Ashkan Yousefpour, Taeheon Kim, Ryan S. Kwon, Seungbeen Lee, Wonje Jeung, Seungju Han, Alvin Wan, Harrison Ngan, Youngjae Yu, Jonghyun Choi | Published: 2025-04-02
Prompt Injection
LightDefense: A Lightweight Uncertainty-Driven Defense against Jailbreaks via Shifted Token Distribution
Authors: Zhuoran Yang, Jie Peng, Zhen Tan, Tianlong Chen, Yanyong Zhang | Published: 2025-04-02
No Free Lunch with Guardrails
Authors: Divyanshu Kumar, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi | Published: 2025-04-01 | Updated: 2025-04-03
Output Constraints as Attack Surface: Exploiting Structured Generation to Bypass LLM Safety Mechanisms
Authors: Shuoming Zhang, Jiacheng Zhao, Ruiyuan Xu, Xiaobing Feng, Huimin Cui | Published: 2025-03-31
Detecting Functional Bugs in Smart Contracts through LLM-Powered and Bug-Oriented Composite Analysis
Authors: Binbin Zhao, Xingshuang Lin, Yuan Tian, Saman Zonouz, Na Ruan, Jiliang Li, Raheem Beyah, Shouling Ji | Published: 2025-03-31
MiZero: The Shadowy Defender Against Text Style Infringements
Authors: Ziwei Zhang, Juan Wen, Wanli Peng, Zhengxian Wu, Yinghan Zhou, Yiming Xue | Published: 2025-03-30 | Updated: 2025-05-29
Prompt, Divide, and Conquer: Bypassing Large Language Model Safety Filters via Segmented and Distributed Prompt Processing
Authors: Johan Wahréus, Ahmed Hussain, Panos Papadimitratos | Published: 2025-03-27
Defeating Prompt Injections by Design
Authors: Edoardo Debenedetti, Ilia Shumailov, Tianqi Fan, Jamie Hayes, Nicholas Carlini, Daniel Fabian, Christoph Kern, Chongyang Shi, Andreas Terzis, Florian Tramèr | Published: 2025-03-24
Large Language Models powered Network Attack Detection: Architecture, Opportunities and Case Study
Authors: Xinggong Zhang, Qingyang Li, Yunpeng Tan, Zongming Guo, Lei Zhang, Yong Cui | Published: 2025-03-24
Knowledge Transfer from LLMs to Provenance Analysis: A Semantic-Augmented Method for APT Detection
Authors: Fei Zuo, Junghwan Rhee, Yung Ryn Choe | Published: 2025-03-24