SSBM: A signed stochastic block model for multiple structure discovery in large-scale exploratory signed networks. - Yang Li 030; Bo Yang 002; Xuehua Zhao; Zhejian Yang; Hechang Chen (Knowl. Based Syst., 2023)

Effective State Space Exploration with Phase State Graph Generation and Goal-based Path Planning. - Sinuo Zhang; Jifeng Hu; Xinqi Du; Zhejian Yang; Yang Yu; Hechang Chen (IJCNN, 2024)

Decision Mamba: Reinforcement Learning via Hybrid Selective Sequence Modeling. - Sili Huang; Jifeng Hu; Zhejian Yang; Liwei Yang; Tao Luo; Hechang Chen; Lichao Sun 001; Bo Yang 002 (NeurIPS, 2024)

Continual Diffuser (CoD): Mastering Continual Offline Reinforcement Learning with Experience Rehearsal. - Jifeng Hu; Li Shen 008; Sili Huang; Zhejian Yang; Hechang Chen; Lichao Sun 001; Yi Chang 001; Dacheng Tao (CoRR, 2024)

Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces. - Jifeng Hu; Sili Huang; Li Shen 008; Zhejian Yang; Shengchao Hu; Shisong Tang; Hechang Chen; Yi Chang 001; Dacheng Tao; Lichao Sun 001 (CoRR, 2024)

Uncertainty-Aware Contrastive Learning for semi-supervised named entity recognition. - Kang Yang; Zhiwei Yang 005; Songwei Zhao; Zhejian Yang; Sinuo Zhang; Hechang Chen (Knowl. Based Syst., 2024)

Generalized multi-agent competitive reinforcement learning with differential augmentation. - Tianyi Liu; Hechang Chen; Jifeng Hu; Zhejian Yang; Bo Yu 013; Xinqi Du; Yinxiao Miao; Yi Chang 001 (Expert Syst. Appl., 2024)

Towards Robust Multi-UAV Collaboration: MARL with Noise-Resilient Communication and Attention Mechanisms. - Zilin Zhao; Chishui Chen; Haotian Shi; Jiale Chen; Xuanlin Yue; Zhejian Yang; Yang Liu (CoRR, 2025)

A Survey on Post-training of Large Language Models. - Guiyao Tie; Zeli Zhao; Dingjie Song; Fuyang Wei; Rong Zhou; Yurou Dai; Wen Yin; Zhejian Yang; Jiangyue Yan; Yao Su 003; Zhenhan Dai; Yifeng Xie; et al. (CoRR, 2025)

Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning. - Jifeng Hu; Sili Huang; Zhejian Yang; Shengchao Hu; Li Shen 008; Hechang Chen; Lichao Sun 001; Yi Chang 001; Dacheng Tao (CoRR, 2025)

Agentic Robot: A Brain-Inspired Framework for Vision-Language-Action Models in Embodied Agents. - Zhejian Yang; Yongchao Chen; Xueyang Zhou; Jiangyue Yan; Dingjie Song; Yinuo Liu; Yuting Li; Yu Zhang 044; Pan Zhou 001; Hechang Chen; Lichao Sun 001 (CoRR, 2025)