STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models
Authors: Xunguang Wang, Wenxuan Wang, Zhenlan Ji, Zongjie Li, Pingchuan Ma, Daoyuan Wu, Shuai Wang | Published: 2025-03-23
Prompt Injection
BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models
Authors: Zenghui Yuan, Jiawen Shi, Pan Zhou, Neil Zhenqiang Gong, Lichao Sun | Published: 2025-03-20
Detecting LLM-Generated Peer Reviews
Authors: Vishisht Rao, Aounon Kumar, Himabindu Lakkaraju, Nihar B. Shah | Published: 2025-03-20 | Updated: 2025-05-19
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings
Authors: Zonghao Ying, Guangyi Zheng, Yongxin Huang, Deyue Zhang, Wenxin Zhang, Quanchen Zou, Aishan Liu, Xianglong Liu, Dacheng Tao | Published: 2025-03-19
Temporal Context Awareness: A Defense Framework Against Multi-turn Manipulation Attacks on Large Language Models
Authors: Prashant Kulkarni, Assaf Namer | Published: 2025-03-18
MirrorShield: Towards Universal Defense Against Jailbreaks via Entropy-Guided Mirror Crafting
Authors: Rui Pu, Chaozhuo Li, Rui Ha, Litian Zhang, Lirong Qiu, Xi Zhang | Published: 2025-03-17 | Updated: 2025-05-20
Align in Depth: Defending Jailbreak Attacks via Progressive Answer Detoxification
Authors: Yingjie Zhang, Tong Liu, Zhe Zhao, Guozhu Meng, Kai Chen | Published: 2025-03-14
Improving LLM Safety Alignment with Dual-Objective Optimization
Authors: Xuandong Zhao, Will Cai, Tianneng Shi, David Huang, Licong Lin, Song Mei, Dawn Song | Published: 2025-03-05 | Updated: 2025-06-12
Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs
Authors: Shiyu Xiang, Ansen Zhang, Yanfei Cao, Yang Fan, Ronghao Chen | Published: 2025-02-26 | Updated: 2025-05-28
GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods
Authors: Ruixuan Huang, Xunguang Wang, Zongjie Li, Daoyuan Wu, Shuai Wang | Published: 2025-02-24 | Updated: 2025-07-09