Zhou, Zhanhui
- Attacks, Defenses and Evaluations for LLM Conversation Safety: A Survey
2024/02/14 by Dong, Zhichen, Zhou, Zhanhui, Yang, Chao +2 · 35 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization
2023/10/05 by Zhanhui Zhou, Jie Liu, Zhou, Zhanhui +11 · 19 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering Research #Software Engineering Techniques and Practices #Speech and dialogue systems
- Emergent Response Planning in LLMs
2025/02/10 by Zhichen Dong, Zhanhui Zhou, Dong, Zhichen +7 · 2 voices · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CL #cs.LG
- Emulated Disalignment: Safety Alignment for Large Language Models May Backfire!
2024/02/19 by Zhanhui Zhou, Jie Liu, Zhou, Zhanhui +11 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Weak-to-Strong Search: Align Large Language Models via Searching over Small Language Models
2024/05/29 by Zhou, Zhanhui, Liu, Zhixuan, Liu, Jie +3 · 3 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Iterative Length-Regularized Direct Preference Optimization: A Case Study on Improving 7B Language Models to GPT-4 Level
2024/06/17 by Jie Liu, Liu, Jie, Zhanhui Zhou +11 · 3 citations
Computer Science · Engineering · #Numerical Methods and Algorithms #Error Correcting Code Techniques #Reservoir Engineering and Simulation Methods
- RePO: Replay-Enhanced Policy Optimization
2025/06/11 by Siheng Li, Zhanhui Zhou, Li, Siheng +7 · 8 citations
Computer Science · #Topic Modeling #Reinforcement Learning in Robotics #Multimodal Machine Learning Applications
- Inference-Time Language Model Alignment via Integrated Value Guidance
2024/09/26 by Zhixuan Liu, Liu, Zhixuan, Zhanhui Zhou +7 · 3 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Semantic Web and Ontologies
- ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models
2024/02/22 by Wu, Yanan, Liu, Jie, Bu, Xingyuan +10 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- SafeCoT: Improving VLM Safety with Minimal Reasoning
2025/06/10 by Jiachen Ma, Ma, Jiachen, Zhanhui Zhou +5 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications