INTENT: Interactive Tensor Transformation Synthesis. - Zhanhui Zhou; Man To Tang; Qiping Pan; Shangyin Tan; Xinyu Wang 006; Tianyi Zhang 001 (UIST, 2022)

Beyond One-Preference-for-All: Multi-Objective Direct Preference Optimization for Language Models. - Zhanhui Zhou; Jie Liu 047; Chao Yang 026; Jing Shao; Yu Liu 015; Xiangyu Yue 001; Wanli Ouyang; Yu Qiao 001 (CoRR, 2023)

MT-Bench-101: A Fine-Grained Benchmark for Evaluating Large Language Models in Multi-Turn Dialogues. - Ge Bai; Jie Liu 047; Xingyuan Bu; Yancheng He; Jiaheng Liu; Zhanhui Zhou; Zhuoran Lin; Wenbo Su; Tiezheng Ge; Bo Zheng 007; Wanli Ouyang (ACL (1), 2024)

ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models. - Yanan Wu; Jie Liu 047; Xingyuan Bu; Jiaheng Liu; Zhanhui Zhou; Yuanxing Zhang; Chenchen Zhang; Zhiqi Bai; Haibin Chen; Tiezheng Ge; Wanli Ouyang; Wenbo Su; et al. (ACL (Findings), 2024)

Emulated Disalignment: Safety Alignment for Large Language Models May Backfire! - Zhanhui Zhou; Jie Liu 047; Zhichen Dong; Jiaheng Liu; Chao Yang 026; Wanli Ouyang; Yu Qiao 001 (ACL (1), 2024)

Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization. - Zhanhui Zhou; Jie Liu 047; Jing Shao; Xiangyu Yue 001; Chao Yang 026; Wanli Ouyang; Yu Qiao 001 (ACL (Findings), 2024)

Inference-Time Language Model Alignment via Integrated Value Guidance. - Zhixuan Liu; Zhanhui Zhou; Yuanfu Wang; Chao Yang 026; Yu Qiao 001 (EMNLP (Findings), 2024)

Attacks, Defenses and Evaluations for LLM Conversation Safety: A Survey. - Zhichen Dong; Zhanhui Zhou; Chao Yang; Jing Shao; Yu Qiao (NAACL-HLT, 2024)

Weak-to-Strong Search: Align Large Language Models via Searching over Small Language Models. - Zhanhui Zhou; Zhixuan Liu; Jie Liu; Zhichen Dong; Chao Yang; Yu Qiao (NeurIPS, 2024)

Attacks, Defenses and Evaluations for LLM Conversation Safety: A Survey. - Zhichen Dong; Zhanhui Zhou; Chao Yang 026; Jing Shao; Yu Qiao 001 (CoRR, 2024)

Weak-to-Strong Search: Align Large Language Models via Searching over Small Language Models. - Zhanhui Zhou; Zhixuan Liu; Jie Liu 047; Zhichen Dong; Chao Yang 026; Yu Qiao 001 (CoRR, 2024)

Iterative Length-Regularized Direct Preference Optimization: A Case Study on Improving 7B Language Models to GPT-4 Level. - Jie Liu 047; Zhanhui Zhou; Jiaheng Liu; Xingyuan Bu; Chao Yang 026; Hansen Zhong; Wanli Ouyang (CoRR, 2024)

MaskMA: Towards Zero-Shot Multi-Agent Decision Making with Mask-Based Collaborative Learning. - Jie Liu 047; Yinmin Zhang; Chuming Li; Zhiyuan You; Zhanhui Zhou; Chao Yang 026; Yaodong Yang 001; Yu Liu 015; Wanli Ouyang (Trans. Mach. Learn. Res., 2024)

Emergent Response Planning in LLM. - Zhichen Dong; Zhanhui Zhou; Zhixuan Liu; Chao Yang; Chaochao Lu (CoRR, 2025)

VLMs Can Aggregate Scattered Training Patches. - Zhanhui Zhou; Lingjie Chen; Chao Yang; Chaochao Lu (CoRR, 2025)

Mitigating Object Hallucination via Robust Local Perception Search. - Zixian Gao; Chao Yang; Zhanhui Zhou; Xing Xu; Chaochao Lu (CoRR, 2025)

SafeCoT: Improving VLM Safety with Minimal Reasoning. - Jiachen Ma; Zhanhui Zhou; Chao Yang; Chaochao Lu (CoRR, 2025)

RePO: Replay-Enhanced Policy Optimization. - Siheng Li; Zhanhui Zhou; Wai Lam; Chao Yang; Chaochao Lu (CoRR, 2025)