Adaptive Gradient Method with Resilience and Momentum. - Jie Liu 047; Chen Lin 003; Chuming Li; Lu Sheng; Ming Sun 008; Junjie Yan; Wanli Ouyang (CoRR, 2020)

Inception Convolution With Efficient Dilation Search. - Jie Liu 047; Chuming Li; Feng Liang; Chen Lin 003; Ming Sun 008; Junjie Yan; Wanli Ouyang; Dong Xu 001 (CVPR, 2021)

Truncation-Free Matching System for Display Advertising at Alibaba. - Jin Li; Jie Liu 047; Shangzhou Li; Yao Xu; Ran Cao; Qi Li; Biye Jiang; Guan Wang; Han Zhu 001; Kun Gai; Xiaoqiang Zhu (CoRR, 2021)

ACE: Cooperative Multi-Agent Q-learning with Bidirectional Action-Dependency. - Chuming Li; Jie Liu 047; Yinmin Zhang; Yuhong Wei; Yazhe Niu; Yaodong Yang 001; Yu Liu 015; Wanli Ouyang (AAAI, 2023)

Theoretically Guaranteed Policy Improvement Distilled from Model-Based Planning. - Chuming Li; Ruonan Jia; Jie Liu 047; Yinmin Zhang; Yazhe Niu; Yaodong Yang 001; Yu Liu 015; Wanli Ouyang (ECAI, 2023)

Efficient Reinforcement Learning for Autonomous Driving with Parameterized Skills and Priors. - Letian Wang; Jie Liu 047; Hao Shao; Wenshuo Wang; Ruobing Chen 005; Yu Liu 015; Steven L. Waslander (Robotics: Science and Systems, 2023)

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)

Distance-rank Aware Sequential Reward Learning for Inverse Reinforcement Learning with Sub-optimal Demonstrations. - Lu Li; Yuxin Pan; Ruobing Chen 005; Jie Liu 047; Zilin Wang; Yu Liu 015; Zhiheng Li (CoRR, 2023)

Masked Pretraining for Multi-Agent Decision Making. - Jie Liu 047; Yinmin Zhang; Chuming Li; Chao Yang 026; Yaodong Yang 001; Yu Liu 015; Wanli Ouyang (CoRR, 2023)

A Perspective of Q-value Estimation on Offline-to-Online Reinforcement Learning. - Yinmin Zhang; Jie Liu 047; Chuming Li; Yazhe Niu; Yaodong Yang 001; Yu Liu 015; Wanli Ouyang (AAAI, 2024)

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)

GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models. - Shilong Li; Yancheng He; Hangyu Guo; Xingyuan Bu; Ge Bai; Jie Liu 047; Jiaheng Liu; Xingwei Qu; Yangguang Li 001; Wanli Ouyang; Wenbo Su; Bo Zheng 007 (EMNLP (Findings), 2024)

DDK: Distilling Domain Knowledge for Efficient Large Language Models. - Jiaheng Liu; Chenchen Zhang; Jinyang Guo; Yuanxing Zhang; Haoran Que; Ken Deng; Zhiqi Bai; Jie Liu 047; Ge Zhang 009; Jiakai Wang; Yanan Wu; Congnan Liu; et al. (NeurIPS, 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)

MAP-Neo: Highly Capable and Transparent Bilingual Large Language Model Series. - Ge Zhang 009; Scott Qu; Jiaheng Liu; Chenchen Zhang; Chenghua Lin; Chou Leuang Yu; Danny Pan; Esther Cheng; Jie Liu 047; Qunshu Lin; Raven Yuan; Tuney Zheng; et al. (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)

Adaptive pessimism via target Q-value for offline reinforcement learning. - Jie Liu 047; Yinmin Zhang; Chuming Li; Yaodong Yang 001; Yu Liu 015; Wanli Ouyang (Neural Networks, 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)

Improving Video Generation with Human Feedback. - Jie Liu 047; Gongye Liu; Jiajun Liang; Ziyang Yuan; Xiaokun Liu; Mingwu Zheng; Xiele Wu; Qiulin Wang; Wenyu Qin; Menghan Xia; Xintao Wang 002; Xiaohong Liu 001; et al. (CoRR, 2025)

COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values. - M.-A-P. Team; Siwei Wu; Jincheng Ren; Xinrun Du; Shuyue Guo; Xingwei Qu; Yiming Liang; Jie Liu 047; Yunwen Li; Tianyu Zheng; Boyu Feng; Huaqing Yuan; et al. (CoRR, 2025)

Flow-GRPO: Training Flow Matching Models via Online RL. - Jie Liu 047; Gongye Liu; Jiajun Liang; Yangguang Li 001; Jiaheng Liu; Xintao Wang 002; Pengfei Wan 001; Di Zhang; Wanli Ouyang (CoRR, 2025)