Zhenhong Zhou

According to our database, Zhenhong Zhou authored at least 49 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Structure-Guided Visual Perturbation Neutralization for LVLMs.

Yuanhe Zhang, Xueting Wang, YanBin Ren, Haoran Gao, Xinhan Zheng, Zhenhong Zhou, Fanyu Meng, Li Sun, Sen Su

CoRR, May, 2026

EchoDistill:Alignment Noisy-to-Clean Self-Distillation for Robust Audio LLMs.

Liang Lin, Chunxi Luo, Kaiwen Luo, Jie Zhang, Jin Wang, Yuanhe Zhang, Yuchen Cai, Qiankun Li, Gongli Xi, Zhenhong Zhou, Kun Wang, Junhao Dong

CoRR, May, 2026

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook.

Kaiwen Luo, Zhenhong Zhou, Leo Wang, Liang Lin, Yang Xiao, Tianyu Shao, Yuanhe Zhang, Yuxuan Li, Miao Yu, Kailin Lyu, Jiaming Zhang, Dongrui Liu, Li Sun, Yueming Wu, Kai Li, Ting Dang, Xiaojun Jia, Rohan Kumar Das, Xinfeng Li, Siyuan Liang, Qiufeng Wang, Xingjun Ma, Jing Chen, Kun Wang, Junhao Dong, Deqing Zou, Yu Cheng, Xia Hu, Zhigang Zeng, Sen Su, Yang Liu, Yu-Gang Jiang, Philip S. Yu, Yew-Soon Ong

CoRR, May, 2026

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion.

ShiYing Huang, Liang Lin, Yuer Li, Kaiwen Luo, Zhenhong Zhou, An Zhang, Junhao Dong, Kun Wang, Zhigang Zeng

CoRR, May, 2026

How Emotion Shapes the Behavior of LLMs and Agents: A Mechanistic Study.

Moran Sun, Tianlin Li, Yuwei Zheng, Zhenhong Zhou, Aishan Liu, Xianglong Liu, Yang Liu

CoRR, April, 2026

SafeSeek: Universal Attribution of Safety Circuits in Language Models.

Miao Yu, Siyuan Fu, Moayad Aloqaily, Zhenhong Zhou, Safa Otoum, Xing Fan, Kun Wang, Yufei Guo, Qingsong Wen

CoRR, March, 2026

LARFT: Closing the Cognition-Action Gap for Length Instruction Following in Large Language Models.

Wei Zhang, Lintong Du, Yuanhe Zhang, Zhenhong Zhou, Kun Wang, Li Sun, Sen Su

CoRR, March, 2026

Resource Consumption Threats in Large Language Models.

Yuanhe Zhang, Xinyue Wang, Zhican Chen, Weiliu Wang, Zilu Zhang, Zhengshuo Gong, Zhenhong Zhou, Kun Wang, Li Sun, Yang Liu, Sen Su

CoRR, March, 2026

MCPShield: A Security Cognition Layer for Adaptive Trust Calibration in Model Context Protocol Agents.

Zhenhong Zhou, Yuanhe Zhang, Hongwei Cai, Moayad Aloqaily, Ouns Bouachir, Linsey Pang, Prakhar Mehrotra, Kun Wang, Qingsong Wen

CoRR, February, 2026

Omni-Safety under Cross-Modality Conflict: Vulnerabilities, Dynamics Mechanisms and Efficient Alignment.

Kun Wang, Zherui Li, Zhenhong Zhou, Yitong Zhang, Yan Mi, Kun Yang, Yiming Zhang, Junhao Dong, Zhongxiang Sun, Qiankun Li, Yang Liu

CoRR, February, 2026

RECUR: Resource Exhaustion Attack via Recursive-Entropy Guided Counterfactual Utilization and Reflection.

Ziwei Wang, Yuanhe Zhang, Jing Chen, Zhenhong Zhou, Ruichao Liang, Ruiying Du, Ju Jia, Cong Wu, Yang Liu

CoRR, February, 2026

From Helpfulness to Toxic Proactivity: Diagnosing Behavioral Misalignment in LLM Agents.

Xinyue Wang, Yuanhe Zhang, Zhengshuo Gong, Haoran Gao, Fanyu Meng, Zhenhong Zhou, Li Sun, Yang Liu, Sen Su

CoRR, February, 2026

RSA-Bench: Benchmarking Audio Large Models in Real-World Acoustic Scenarios.

Yibo Zhang, Liang Lin, Kaiwen Luo, Shilinlu Yan, Jin Wang, Yaoqi Guo, Yitian Chen, Yalan Qin, Zhenhong Zhou, Kun Wang, Li Sun

CoRR, January, 2026

SEE: Signal Embedding Energy for Quantifying Noise Interference in Large Audio Language Models.

Yuanhe Zhang, Jiayu Tian, Yibo Zhang, Shilinlu Yan, Liang Lin, Zhenhong Zhou, Li Sun, Sen Su

CoRR, January, 2026

ChronosAudio: A Comprehensive Long-Audio Benchmark for Evaluating Audio-Large Language Models.

Kaiwen Luo, Liang Lin, Yibo Zhang, Moayad Aloqaily, Dexian Wang, Zhenhong Zhou, Junwei Zhang, Kun Wang, Li Sun, Qingsong Wen

CoRR, January, 2026

HearSay Benchmark: Do Audio LLMs Leak What They Hear?

Jin Wang, Liang Lin, Kaiwen Luo, Weiliu Wang, Yitian Chen, Moayad Aloqaily, Xuehai Tang, Zhenhong Zhou, Kun Wang, Li Sun, Qingsong Wen

CoRR, January, 2026

CSSBench: Evaluating the Safety of Lightweight LLMs against Chinese-Specific Adversarial Patterns.

Zhenhong Zhou, Shilinlu Yan, Chuanpu Liu, Qiankun Li, Kun Wang, Zhigang Zeng

CoRR, January, 2026

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, Xuehai Tang, Yuanhe Zhang, Xikang Yang, Zhenhong Zhou, Kun Wang, Yang Liu

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

MemEvolve: Meta-Evolution of Agent Memory Systems.

Guibin Zhang, Haotian Ren, Chong Zhan, Zhenhong Zhou, Junhao Wang, He Zhu, Wangchunshu Zhou, Shuicheng Yan

CoRR, December, 2025

Memory in the Age of AI Agents.

Yuyang Hu, Shichun Liu, Yanwei Yue, Guibin Zhang, Boyang Liu, Fangyi Zhu, Jiahang Lin, Honglin Guo, Shihan Dou, Zhiheng Xi, Senjie Jin, Jiejun Tan, Yanbin Yin, Jiongnan Liu, Zeyu Zhang, Zhongxiang Sun, Yutao Zhu, Hao Sun, Boci Peng, Zhenrong Cheng, Xuanbo Fan, Jiaxin Guo, Xinlei Yu, Zhenhong Zhou, Zewen Hu, Jiahao Huo, Junhao Wang, Yuwei Niu, Yu Wang, Zhenfei Yin, Xiaobin Hu, Yue Liao, Qiankun Li, Kun Wang, Wangchunshu Zhou, Yixin Liu, Dawei Cheng, Qi Zhang, Tao Gui, Shirui Pan, Yan Zhang, Philip Torr, Zhicheng Dou, Ji-Rong Wen, Xuanjing Huang, Yu-Gang Jiang, Shuicheng Yan

CoRR, December, 2025

LeechHijack: Covert Computational Resource Exploitation in Intelligent Agent Systems.

Yuanhe Zhang, Weiliu Wang, Zhenhong Zhou, Kun Wang, Jie Zhang, Li Sun, Yang Liu, Sen Su

CoRR, December, 2025

A Vision for Access Control in LLM-based Agent Systems.

Xinfeng Li, Dong Huang, Jie Li, Hongyi Cai, Zhenhong Zhou, Wei Dong, XiaoFeng Wang, Yang Liu

CoRR, October, 2025

Backdoor Collapse: Eliminating Unknown Threats via Known Backdoor Aggregation in Language Models.

Liang Lin, Miao Yu, Moayad Aloqaily, Zhenhong Zhou, Kun Wang, Linsey Pang, Prakhar Mehrotra, Qingsong Wen

CoRR, October, 2025

DiffuGuard: How Intrinsic Safety is Lost and Found in Diffusion Large Language Models.

Zherui Li, Zheng Nie, Zhenhong Zhou, Yufei Guo, Yue Liu, Yitong Zhang, Yu Cheng, Qingsong Wen, Kun Wang, Jiaheng Zhang

CoRR, September, 2025

Backdoor Attribution: Elucidating and Controlling Backdoor in Language Models.

Miao Yu, Zhenhong Zhou, Moayad Aloqaily, Kun Wang, Biwei Huang, Stephen Wang, Yueming Jin, Qingsong Wen

CoRR, September, 2025

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation.

Yuanhe Zhang, Fangzhou Xie, Zhenhong Zhou, Zherui Li, Hao Chen, Kun Wang, Yufei Guo

CoRR, July, 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, July, 2025

Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems.

Zherui Li, Yan Mi, Zhenhong Zhou, Houcheng Jiang, Guibin Zhang, Kun Wang, Junfeng Fang

CoRR, June, 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, May, 2025

A Vision for Auto Research with LLM Agents.

Chengwei Liu, Chong Wang, Jiayue Cao, Jingquan Ge, Kun Wang, Lvye Zhang, Ming-Ming Cheng, Penghai Zhao, Tianlin Li, Xiaojun Jia, Xiang Li, Xinfeng Li, Yang Liu, Yebo Feng, Yihao Huang, Yijia Xu, Yuqiang Sun, Zhenhong Zhou, Zhengzi Xu

CoRR, April, 2025

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment.

Kun Wang, Guibin Zhang, Zhenhong Zhou, Jiahao Wu, Miao Yu, Shiqian Zhao, Chenlong Yin, Jinhu Fu, Yibo Yan, Hanjun Luo, Liang Lin, Zhihao Xu, Haolang Lu, Xinye Cao, Xinyun Zhou, Weifei Jin, Fanci Meng, Junyuan Mao, Hao Wu, Minghe Wang, Fan Zhang, Junfeng Fang, Chengwei Liu, Yifan Zhang, Qiankun Li, Chongye Guo, Yalan Qin, Yi Ding, Donghai Hong, Jiaming Ji, Xinfeng Li, Yifan Jiang, Dongxia Wang, Yihao Huang, Yufei Guo, Jen-tse Huang, Yanwei Yue, Wenke Huang, Guancheng Wan, Tianlin Li, Lei Bai, Jie Zhang, Qing Guo, Jingyi Wang, Tianlong Chen, Joey Tianyi Zhou, Xiaojun Jia, Weisong Sun, Cong Wu, Jing Chen, Xuming Hu, Yiming Li, Xiao Wang, Ningyu Zhang, Luu Anh Tuan, Guowen Xu, Tianwei Zhang, Xingjun Ma, Xiang Wang, Bo An, Jun Sun, Mohit Bansal, Shirui Pan, Yuval Elovici, Bhavya Kailkhura, Bo Li, Yaodong Yang, Hongwei Li, Wenyuan Xu, Yizhou Sun, Wei Wang, Qing Li, Ke Tang, Yu-Gang Jiang, Felix Juefei-Xu, Hui Xiong, Xiaofeng Wang, Shuicheng Yan, Dacheng Tao, Philip S. Yu, Qingsong Wen, Yang Liu

CoRR, April, 2025

CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models.

Zhenhong Zhou, Zherui Li, Jie Zhang, Yuanhe Zhang, Kun Wang, Yang Liu, Qing Guo

CoRR, February, 2025

LIFEBENCH: Evaluating Length Instruction Following in Large Language Models.

Wei Zhang, Zhenhong Zhou, Kun Wang, Junfeng Fang, Rongwu Xu, Yuanhe Zhang, Rui Wang, Ge Zhang, Xinfeng Li, Li Sun, Lingjuan Lyu, Yang Liu, Sen Su

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Reinforced Lifelong Editing for Language Models.

Zherui Li, Houcheng Jiang, Hao Chen, Baolong Bi, Zhenhong Zhou, Fei Sun, Junfeng Fang, Xiang Wang

Proceedings of the Forty-second International Conference on Machine Learning, 2025

On the Role of Attention Heads in Large Language Model Safety.

Zhenhong Zhou, Haiyang Yu, Xinghua Zhang, Rongwu Xu, Fei Huang, Kun Wang, Yang Liu, Junfeng Fang, Yongbin Li

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent.

Pengyu Zhu, Zhenhong Zhou, Yuanhe Zhang, Shilinlu Yan, Kun Wang, Sen Su

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 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

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

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

Proceedings of the Findings of the Association for Computational Linguistics, 2025

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 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

On the Role of Attention Heads in Large Language Model Safety.

Zhenhong Zhou, Haiyang Yu, Xinghua Zhang, Rongwu Xu, Fei Huang, Kun Wang, Yang Liu, Junfeng Fang, Yongbin Li

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

Course-Correction: Safety Alignment Using Synthetic Preferences.

Rongwu Xu, Yishuo Cai, Zhenhong Zhou, Renjie Gu, Haiqin Weng, Yan Liu, Tianwei Zhang, Wei Xu, Han Qiu

CoRR, 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, Sen Su

CoRR, 2024

How Alignment and Jailbreak Work: Explain LLM Safety through Intermediate Hidden States.

Zhenhong Zhou, Haiyang Yu, Xinghua Zhang, Rongwu Xu, Fei Huang, Yongbin Li

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2024, 2024

Course-Correction: Safety Alignment Using Synthetic Preferences.

Rongwu Xu, Yishuo Cai, Zhenhong Zhou, Renjie Gu, Haiqin Weng, Liu Yan, Tianwei Zhang, Wei Xu, Han Qiu

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: EMNLP 2024, 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

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

Quantifying and Analyzing Entity-Level Memorization in Large Language Models.

Zhenhong Zhou, Jiuyang Xiang, Chaomeng Chen, Sen Su

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2021

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