Three-Dimensional Reconstruction of Huizhou Landscape Combined with Multimedia Technology and Geographic Information System. - Zhenhong Zhou; Qingshan Zhu; Dongyi Liu; Tang Weihong (Mob. Inf. Syst., 2021)

Quantifying and Analyzing Entity-Level Memorization in Large Language Models. - Zhenhong Zhou; Jiuyang Xiang; Chaomeng Chen; Sen Su (AAAI, 2024)

Alignment-Enhanced Decoding: Defending Jailbreaks via Token-Level Adaptive Refining of Probability Distributions. - Quan Liu; Zhenhong Zhou; Longzhu He; Yi Liu; Wei Zhang; Sen Su (EMNLP, 2024)

Course-Correction: Safety Alignment Using Synthetic Preferences. - Rongwu Xu; Yishuo Cai; Zhenhong Zhou; Renjie Gu; Haiqin Weng; Liu Yan; Tianwei Zhang 004; Wei Xu 039; Han Qiu 001 (EMNLP (Industry Track), 2024)

How Alignment and Jailbreak Work: Explain LLM Safety through Intermediate Hidden States. - Zhenhong Zhou; Haiyang Yu 003; Xinghua Zhang 001; Rongwu Xu; Fei Huang 002; Yongbin Li (EMNLP (Findings), 2024)

Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue. - Zhenhong Zhou; Jiuyang Xiang; Haopeng Chen; Quan Liu; Zherui Li 001; Sen Su (CoRR, 2024)

Course-Correction: Safety Alignment Using Synthetic Preferences. - Rongwu Xu; Yishuo Cai; Zhenhong Zhou; Renjie Gu; Haiqin Weng; Yan Liu; Tianwei Zhang 004; Wei Xu 039; Han Qiu 001 (CoRR, 2024)

Alignment-Enhanced Decoding:Defending via Token-Level Adaptive Refining of Probability Distributions. - Quan Liu; Zhenhong Zhou; Longzhu He; Yi Liu; Wei Zhang; Sen Su (CoRR, 2024)

On the Role of Attention Heads in Large Language Model Safety. - Zhenhong Zhou; Haiyang Yu 003; Xinghua Zhang 001; Rongwu Xu; Fei Huang 002; Kun Wang 042; Yang Liu 005; Junfeng Fang; Yongbin Li (CoRR, 2024)

Crabs: Consuming Resrouce via Auto-generation for LLM-DoS Attack under Black-box Settings. - Yuanhe Zhang; Zhenhong Zhou; Wei Zhang; Xinyue Wang; Xiaojun Jia; Yang Liu; Sen Su (CoRR, 2024)

Enforcing group fairness in privacy-preserving Federated Learning. - Chaomeng Chen; Zhenhong Zhou; Peng Tang; Longzhu He; Sen Su (Future Gener. Comput. Syst., 2024)

Crabs: Consuming Resource via Auto-generation for LLM-DoS Attack under Black-box Settings. - Yuanhe Zhang; Zhenhong Zhou; Wei Zhang; Xinyue Wang; Xiaojun Jia; Yang Liu; Sen Su (ACL (Findings), 2025)

On the Role of Attention Heads in Large Language Model Safety. - Zhenhong Zhou; Haiyang Yu 003; Xinghua Zhang 001; Rongwu Xu; Fei Huang 002; Kun Wang 056; Yang Liu 005; Junfeng Fang; Yongbin Li (ICLR, 2025)

Reinforced Lifelong Editing for Language Models. - Zherui Li 001; Houcheng Jiang; Hao Chen; Baolong Bi; Zhenhong Zhou; Fei Sun; Junfeng Fang; Xiang Wang 010 (CoRR, 2025)

DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent. - Pengyu Zhu; Zhenhong Zhou; Yuanhe Zhang; Shilinlu Yan; Kun Wang 056; Sen Su (CoRR, 2025)

CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models. - Zhenhong Zhou; Zherui Li 001; Jie Zhang 012; Yuanhe Zhang; Kun Wang 056; Yang Liu 003; Qing Guo 005 (CoRR, 2025)

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment. - Kun Wang 056; Guibin Zhang; Zhenhong Zhou; Jiahao Wu; Miao Yu; Shiqian Zhao; Chenlong Yin; Jinhu Fu; Yibo Yan; Hanjun Luo; Liang Lin; Zhihao Xu; et al. (CoRR, 2025)

A Vision for Auto Research with LLM Agents. - Chengwei Liu; Chong Wang 013; Jiayue Cao; Jingquan Ge; Kun Wang 042; Lvye Zhang; Ming-Ming Cheng; Penghai Zhao; Tianlin Li; Xiaojun Jia; Xiang Li 041; Xinfeng Li; et al. (CoRR, 2025)

LIFEBench: Evaluating Length Instruction Following in Large Language Models. - Wei Zhang; Zhenhong Zhou; Junfeng Fang; Rongwu Xu; Kun Wang 056; Yuanhe Zhang; Rui Wang; Ge Zhang; Xinfeng Li; Li Sun 008; Lingjuan Lyu; Yang Liu; et al. (CoRR, 2025)

PD3F: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models. - Yuanhe Zhang; Xinyue Wang; Haoran Gao; Zhenhong Zhou; Fanyu Meng; Yuyao Zhang; Sen Su (CoRR, 2025)

Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems. - Zherui Li 001; Yan Mi; Zhenhong Zhou; Houcheng Jiang; Guibin Zhang; Kun Wang 056; Junfeng Fang (CoRR, 2025)

RECALLED: An Unbounded Resource Consumption Attack on Large Vision-Language Models. - Haoran Gao; Yuanhe Zhang; Zhenhong Zhou; Lei Jiang; Fanyu Meng; Yujia Xiao; Kun Wang; Yang Liu; Junlan Feng (CoRR, 2025)

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation. - Yuanhe Zhang; Fangzhou Xie; Zhenhong Zhou; Zherui Li 001; Hao Chen; Kun Wang 056; Yufei Guo (CoRR, 2025)

Hidden in the Noise: Unveiling Backdoors in Audio LLMs Alignment through Latent Acoustic Pattern Triggers. - Liang Lin; Miao Yu; Kaiwen Luo; Yibo Zhang; Lilan Peng; Dexian Wang 001; Xuehai Tang; Yuanhe Zhang; Xikang Yang; Zhenhong Zhou; Kun Wang; Yang Liu (CoRR, 2025)