EEG Based Depression Recognition by Combining Functional Brain Network and Traditional Biomarkers. - Shuting Sun; Huayu Chen; Xuexiao Shao; Liangliang Liu; Xiaowei Li 005; Bin Hu 001 (BIBM, 2020)

A study of resting-state EEG biomarkers for depression recognition. - Shuting Sun; Jianxiu Li; Huayu Chen; Tao Gong; Xiaowei Li 005; Bin Hu 001 (CoRR, 2020)

Tianshou: a Highly Modularized Deep Reinforcement Learning Library. - Jiayi Weng; Huayu Chen; Dong Yan; Kaichao You; Alexis Duburcq; Minghao Zhang; Hang Su 006; Jun Zhu 001 (CoRR, 2021)

Weight-based Channel-model Matrix Framework: a reasonable solution for EEG-based cross-dataset emotion recognition. - Huayu Chen; Huanhuan He; Shuting Sun; Jianxiu Li; Xuexiao Shao; Junxiang Li; Xiaowei Li 005; Bin Hu 001 (CoRR, 2022)

Tianshou: A Highly Modularized Deep Reinforcement Learning Library. - Jiayi Weng; Huayu Chen; Dong Yan; Kaichao You; Alexis Duburcq; Minghao Zhang; Yi Su; Hang Su 006; Jun Zhu 001 (J. Mach. Learn. Res., 2022)

Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling. - Huayu Chen; Cheng Lu 011; Chengyang Ying; Hang Su 006; Jun Zhu 001 (ICLR, 2023)

Contrastive Energy Prediction for Exact Energy-Guided Diffusion Sampling in Offline Reinforcement Learning. - Cheng Lu 011; Huayu Chen; Jianfei Chen 001; Hang Su 006; Chongxuan Li; Jun Zhu 001 (ICML, 2023)

Personal-Zscore: Eliminating Individual Difference for EEG-Based Cross-Subject Emotion Recognition. - Huayu Chen; Shuting Sun; Jianxiu Li; Ruilan Yu; Nan Li; Xiaowei Li 005; Bin Hu 001 (IEEE Trans. Affect. Comput., 2023)

Clustering-Fusion Feature Selection Method in Identifying Major Depressive Disorder Based on Resting State EEG Signals. - Shuting Sun; Huayu Chen; Gang Luo; Chang Yan; Qunxi Dong; Xuexiao Shao; Xiaowei Li 005; Bin Hu 001 (IEEE J. Biomed. Health Informatics, 2023)

Score Regularized Policy Optimization through Diffusion Behavior. - Huayu Chen; Cheng Lu 011; Zhengyi Wang; Hang Su 006; Jun Zhu 001 (ICLR, 2024)

Noise Contrastive Alignment of Language Models with Explicit Rewards. - Huayu Chen; Guande He; Lifan Yuan; Ganqu Cui; Hang Su; Jun Zhu (NeurIPS, 2024)

Aligning Diffusion Behaviors with Q-functions for Efficient Continuous Control. - Huayu Chen; Kaiwen Zheng; Hang Su; Jun Zhu (NeurIPS, 2024)

C-GAIL: Stabilizing Generative Adversarial Imitation Learning with Control Theory. - Tianjiao Luo; Tim Pearce; Huayu Chen; Jianfei Chen; Jun Zhu (NeurIPS, 2024)

Noise Contrastive Alignment of Language Models with Explicit Rewards. - Huayu Chen; Guande He; Hang Su 006; Jun Zhu 001 (CoRR, 2024)

C-GAIL: Stabilizing Generative Adversarial Imitation Learning with Control Theory. - Tianjiao Luo; Tim Pearce; Huayu Chen; Jianfei Chen 001; Jun Zhu 001 (CoRR, 2024)

Aligning Diffusion Behaviors with Q-functions for Efficient Continuous Control. - Huayu Chen; Kaiwen Zheng; Hang Su 006; Jun Zhu 001 (CoRR, 2024)

Toward Guidance-Free AR Visual Generation via Condition Contrastive Alignment. - Huayu Chen; Hang Su 006; Peize Sun; Jun Zhu 001 (CoRR, 2024)

Free Process Rewards without Process Labels. - Lifan Yuan; Wendi Li; Huayu Chen; Ganqu Cui; Ning Ding 002; Kai Zhang 033; Bowen Zhou 002; Zhiyuan Liu 001; Hao Peng 001 (CoRR, 2024)

Toward Guidance-Free AR Visual Generation via Condition Contrastive Alignment. - Huayu Chen; Hang Su; Peize Sun; Jun Zhu (ICLR, 2025)

RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation. - Songming Liu; Lingxuan Wu; Bangguo Li; Hengkai Tan; Huayu Chen; Zhengyi Wang; Ke Xu; Hang Su 006; Jun Zhu 001 (ICLR, 2025)

Depression recognition using high-order generalized multilayer brain functional network fused with EEG multi-domain information. - Shanshan Qu; Dixin Wang; Chang Yan; Na Chu; Zhigang Li; Gang Luo; Huayu Chen; Xuesong Liu; Xuan Zhang; Qunxi Dong; Xiaowei Li 005; Shuting Sun; et al. (Inf. Fusion, 2025)

VAE-CapsNet: A common emotion information extractor for cross-subject emotion recognition. - Huayu Chen; Junxiang Li; Huanhuan He; Shuting Sun; Jing Zhu 003; Xiaowei Li 005; Bin Hu 001 (Knowl. Based Syst., 2025)

Visual Generation Without Guidance. - Huayu Chen; Kai Jiang; Kaiwen Zheng; Jianfei Chen 001; Hang Su 006; Jun Zhu 001 (CoRR, 2025)

Process Reinforcement through Implicit Rewards. - Ganqu Cui; Lifan Yuan; Zefan Wang; Hanbin Wang; Wendi Li; Bingxiang He; Yuchen Fan; Tianyu Yu 002; Qixin Xu; Weize Chen; Jiarui Yuan; Huayu Chen; et al. (CoRR, 2025)

Exploratory Diffusion Policy for Unsupervised Reinforcement Learning. - Chengyang Ying; Huayu Chen; Xinning Zhou; Zhongkai Hao; Hang Su 006; Jun Zhu 001 (CoRR, 2025)

Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator. - Kaiwen Zheng; Yongxin Chen; Huayu Chen; Guande He; Ming-Yu Liu 001; Jun Zhu 001; Qinsheng Zhang (CoRR, 2025)

Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning. - Alisson G. Azzolini; Hannah Brandon; Prithvijit Chattopadhyay; Huayu Chen; Jinju Chu; Yin Cui; Jenna Diamond; Yifan Ding; Francesco Ferroni; Rama Govindaraju; Jinwei Gu; Siddharth Gururani; et al. (CoRR, 2025)

Bridging Supervised Learning and Reinforcement Learning in Math Reasoning. - Huayu Chen; Kaiwen Zheng; Qinsheng Zhang; Ganqu Cui; Yin Cui; Haotian Ye; Tsung-Yi Lin; Ming-Yu Liu 001; Jun Zhu 001; Haoxiang Wang (CoRR, 2025)

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models. - Ganqu Cui; Yuchen Zhang; Jiacheng Chen; Lifan Yuan; Zhi Wang; Yuxin Zuo; Haozhan Li; Yuchen Fan; Huayu Chen; Weize Chen; Zhiyuan Liu 001; Hao Peng 001; et al. (CoRR, 2025)

Toward the Construction of Affective Brain-Computer Interface: A Systematic Review. - Huayu Chen; Junxiang Li; Huanhuan He; Jing Zhu 003; Shuting Sun; Xiaowei Li 005; Bin Hu 001 (ACM Comput. Surv., 2025)