Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization. - Lanqing Li; Rui Yang 010; Dijun Luo (CoRR, 2020)

Combining Hindsight with Goal-enhanced Prediction for Multi-goal Reinforcement Learning. - Rui Yang 010; Feng Luo; Xiu Li 001 (ICTAI, 2021)

Bias-reduced multi-step hindsight experience replay. - Rui Yang 010; Jiafei Lyu; Yu Yang 015; Jiangpeng Yan; Feng Luo; Dijun Luo; Lanqing Li; Xiu Li 001 (CoRR, 2021)

MHER: Model-based Hindsight Experience Replay. - Rui Yang 010; Meng Fang; Lei Han 001; Yali Du 001; Feng Luo; Xiu Li 001 (CoRR, 2021)

Simulation and Mitigation of the Wrap-Around Artifact in the MRI Image. - Runze Hu; Rui Yang 010; Yutao Liu 002; Xiu Li 001 (Frontiers Comput. Neurosci., 2021)

ScalableViT: Rethinking the Context-Oriented Generalization of Vision Transformer. - Rui Yang 010; Hailong Ma; Jie Wu 032; Yansong Tang; Xuefeng Xiao 001; Min Zheng; Xiu Li 001 (ECCV (24), 2022)

Rethinking Goal-Conditioned Supervised Learning and Its Connection to Offline RL. - Rui Yang 010; Yiming Lu; Wenzhe Li; Hao Sun; Meng Fang; Yali Du 001; Xiu Li 001; Lei Han 001; Chongjie Zhang (ICLR, 2022)

Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping. - Hao Sun; Lei Han 001; Rui Yang 010; Xiaoteng Ma; Jian Guo; Bolei Zhou (NeurIPS, 2022)

RORL: Robust Offline Reinforcement Learning via Conservative Smoothing. - Rui Yang 010; Chenjia Bai; Xiaoteng Ma; Zhaoran Wang 001; Chongjie Zhang; Lei Han 001 (NeurIPS, 2022)

Exploiting Reward Shifting in Value-Based Deep RL. - Hao Sun; Lei Han 001; Rui Yang 010; Xiaoteng Ma; Jian Guo; Bolei Zhou (CoRR, 2022)

UniInst: Unique representation for end-to-end instance segmentation. - Yimin Ou; Rui Yang 010; Lufan Ma; Yong Liu 032; Jiangpeng Yan; Shang Xu; Chengjie Wang; Xiu Li 001 (Neurocomputing, 2022)

GH-QFL: Enhancing Industrial Defect Detection Through Hard Example Mining. - Xianjing Xiao; Yan Du; Rui Yang 010; Runze Hu; Xiu Li 001 (ICANN (1), 2023)

SSGD: A Smartphone Screen Glass Dataset for Defect Detection. - Haonan Han; Rui Yang 010; Shuyan Li; Runze Hu; Xiu Li 001 (ICASSP, 2023)

BoxSnake: Polygonal Instance Segmentation with Box Supervision. - Rui Yang 010; Lin Song 002; Yixiao Ge; Xiu Li 001 (ICCV, 2023)

What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? - Rui Yang 010; Lin Yong; Xiaoteng Ma; Hao Hu 006; Chongjie Zhang; Tong Zhang 001 (ICML, 2023)

GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction. - Rui Yang 010; Lin Song 002; Yanwei Li; Sijie Zhao; Yixiao Ge; Xiu Li 001; Ying Shan (NeurIPS, 2023)

Corruption-Robust Offline Reinforcement Learning with General Function Approximation. - Chenlu Ye; Rui Yang 010; Quanquan Gu; Tong Zhang 001 (NeurIPS, 2023)

What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? - Rui Yang 010; Yong Lin; Xiaoteng Ma; Hao Hu 006; Chongjie Zhang; Tong Zhang 001 (CoRR, 2023)

Towards Robust Offline-to-Online Reinforcement Learning via Uncertainty and Smoothness. - Xiaoyu Wen; Xudong Yu; Rui Yang 010; Chenjia Bai; Zhen Wang 004 (CoRR, 2023)

GOPlan: Goal-conditioned Offline Reinforcement Learning by Planning with Learned Models. - Mianchu Wang; Rui Yang 010; Xi Chen; Meng Fang (CoRR, 2023)

Efficient Multi-Goal Reinforcement Learning via Value Consistency Prioritization. - Jiawei Xu; Shuxing Li; Rui Yang 010; Chun Yuan; Lei Han 001 (J. Artif. Intell. Res., 2023)

ETDNet: Efficient Transformer-Based Detection Network for Surface Defect Detection. - Hantao Zhou; Rui Yang 010; Runze Hu; Chang Shu; Xiaochu Tang; Xiu Li 001 (IEEE Trans. Instrum. Meas., 2023)

Arithmetic Control of LLMs for Diverse User Preferences: Directional Preference Alignment with Multi-Objective Rewards. - Haoxiang Wang 003; Yong Lin; Wei Xiong 015; Rui Yang 010; Shizhe Diao; Shuang Qiu; Han Zhao 002; Tong Zhang 001 (ACL (1), 2024)

Towards Robust Offline Reinforcement Learning under Diverse Data Corruption. - Rui Yang 010; Han Zhong 001; Jiawei Xu; Amy Zhang 001; Chongjie Zhang; Lei Han 001; Tong Zhang 001 (ICLR, 2024)

Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment. - Rui Yang 010; Xiaoman Pan; Feng Luo; Shuang Qiu; Han Zhong 001; Dong Yu 001; Jianshu Chen (ICML, 2024)

BATON: Aligning Text-to-Audio Model Using Human Preference Feedback. - Huan Liao; Haonan Han; Kai Yang; Tianjiao Du; Rui Yang 010; Qinmei Xu; Zunnan Xu; Jingquan Liu; Jiasheng Lu; Xiu Li 001 (IJCAI, 2024)

Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMs. - Rui Yang 010; Ruomeng Ding; Yong Lin; Huan Zhang 001; Tong Zhang 001 (NeurIPS, 2024)

BATON: Aligning Text-to-Audio Model with Human Preference Feedback. - Huan Liao; Haonan Han; Kai Yang; Tianjiao Du; Rui Yang 010; Zunnan Xu; Qinmei Xu; Jingquan Liu; Jiasheng Lu; Xiu Li 001 (CoRR, 2024)

REPARO: Compositional 3D Assets Generation with Differentiable 3D Layout Alignment. - Haonan Han; Rui Yang 010; Huan Liao; Jiankai Xing; Zunnan Xu; Xiaoming Yu; Junwei Zha; Xiu Li 001; Wanhua Li 001 (CoRR, 2024)

UniQA: Unified Vision-Language Pre-training for Image Quality and Aesthetic Assessment. - Hantao Zhou; Longxiang Tang; Rui Yang 010; Guanyi Qin; Yan Zhang 002; Runze Hu; Xiu Li 001 (CoRR, 2024)

Robust Decision Transformer: Tackling Data Corruption in Offline RL via Sequence Modeling. - Jiawei Xu; Rui Yang 010; Feng Luo; Meng Fang; Baoxiang Wang 001; Lei Han 001 (CoRR, 2024)

Traversing Pareto Optimal Policies: Provably Efficient Multi-Objective Reinforcement Learning. - Shuang Qiu; Dake Zhang; Rui Yang 010; Boxiang Lyu; Tong Zhang 001 (CoRR, 2024)

Towards Robust Offline-to-Online Reinforcement Learning via Uncertainty and Smoothness. - Xiaoyu Wen; Xudong Yu; Rui Yang 010; Haoyuan Chen; Chenjia Bai; Zhen Wang 004 (J. Artif. Intell. Res., 2024)

GOPlan: Goal-conditioned Offline Reinforcement Learning by Planning with Learned Models. - Mianchu Wang; Rui Yang 010; Xi Chen; Hao Sun; Meng Fang; Giovanni Montana (Trans. Mach. Learn. Res., 2024)

Tackling Data Corruption in Offline Reinforcement Learning via Sequence Modeling. - Jiawei Xu; Rui Yang 010; Shuang Qiu; Feng Luo; Meng Fang; Baoxiang Wang 001; Lei Han 001 (ICLR, 2025)

EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents. - Rui Yang 010; Hanyang Chen; Junyu Zhang; Mark Zhao; Cheng Qian 008; Kangrui Wang; Qineng Wang; Teja Venkat Koripella; Marziyeh Movahedi; Manling Li; Heng Ji 001; Huan Zhang 001; et al. (CoRR, 2025)

Rethinking Diverse Human Preference Learning through Principal Component Analysis. - Feng Luo; Rui Yang 010; Hao Sun; Chunyuan Deng; Jiarui Yao; Jingyan Shen; Huan Zhang 001; Hanjie Chen (CoRR, 2025)

Gamma: Toward Generic Image Assessment with Mixture of Assessment Experts. - Hantao Zhou; Rui Yang 010; Longxiang Tang; Guanyi Qin; Yan Zhang 002; Runze Hu; Xiu Li 001 (CoRR, 2025)

MergeBench: A Benchmark for Merging Domain-Specialized LLMs. - Yifei He; Siqi Zeng 001; Yuzheng Hu; Rui Yang 010; Tong Zhang 001; Han Zhao 002 (CoRR, 2025)

ADG: Ambient Diffusion-Guided Dataset Recovery for Corruption-Robust Offline Reinforcement Learning. - Zeyuan Liu; Zhihe Yang; Jiawei Xu; Rui Yang 010; Jiafei Lyu; Baoxiang Wang 001; Yunjian Xu; Xiu Li 001 (CoRR, 2025)

MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning. - Jingyan Shen; Jiarui Yao; Rui Yang 010; Yifan Sun; Feng Luo; Rui Pan 002; Tong Zhang 001; Han Zhao 002 (CoRR, 2025)

UniHead: Unifying Multi-Perception for Detection Heads. - Hantao Zhou; Rui Yang 010; Yachao Zhang 001; Haoran Duan 001; Yawen Huang; Runze Hu; Xiu Li 001; Yefeng Zheng 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

HaploOmni: Unified Single Transformer for Multimodal Video Understanding and Generation. - Yicheng Xiao; Lin Song 002; Rui Yang 010; Cheng Cheng; Zunnan Xu; Zhaoyang Zhang 004; Yixiao Ge; Xiu Li 001; Ying Shan (CoRR, 2025)

GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents. - Qianhui Wu; Kanzhi Cheng; Rui Yang 010; Chaoyun Zhang; Jianwei Yang; Huiqiang Jiang; Jian Mu; Baolin Peng; Bo Qiao 001; Reuben Tan; Si Qin; Lars Liden; et al. (CoRR, 2025)