Transformer-Based Long Time Series Forecasting with Decoupled Information Extraction and Information Complementarity. - Jian-Long Hao; Sheng-Bin Duan; Yali Lv; Xiao-Hu Zhou (ICONIP (3), 2024)

Learning Novel Skills from Language-Generated Demonstrations. - Ao-Qun Jin; Tian-Yu Xiang; Xiao-Hu Zhou; Mei-Jiang Gui; Xiao-Liang Xie; Shi-Qi Liu; Shuang-Yi Wang; Yue Cao; Sheng-Bin Duan; Fu-Chao Xie; Zeng-Guang Hou (CoRR, 2024)

VLA Model-Expert Collaboration for Bi-directional Manipulation Learning. - Tian-Yu Xiang; Ao-Qun Jin; Xiao-Hu Zhou; Mei-Jiang Gui; Xiao-Liang Xie; Shiqi Liu 004; Shuang-Yi Wang; Sheng-Bin Duan; Si-Cheng Wang; Zheng Lei; Zeng-Guang Hou (CoRR, 2025)

Parallels Between VLA Model Post-Training and Human Motor Learning: Progress, Challenges, and Trends. - Tian-Yu Xiang; Ao-Qun Jin; Xiao-Hu Zhou; Mei-Jiang Gui; Xiao-Liang Xie; Shi-Qi Liu; Shuang-Yi Wang; Sheng-Bin Duan; Fu-Chao Xie; Wen-Kai Wang; Si-Cheng Wang; Ling-Yun Li; et al. (CoRR, 2025)