Continual Quadruped Robots Coordination via Semantic Skill Discover [paper] [code] Daoqing Wang*, Yuchen Xiao*, Weixuan Huang, Zhilong Zhang, Shenghua Wan, Meng Li, Lei Yuan, Yang YuPublished in 10th Annual Conference on Robot Learning, 2026A multi-agent continual learning method for continual quadruped coordination learning.
Offline Multi-agent Continual Cooperation via Skill Partition and Reuse [paper] [code] Yuchen Xiao, Lei Yuan, Ruiqi Xue, Tieyue Yin, Yang Yu.Published in Proceedings of the 43rd International Conference on Machine Learning (ICML'26), Seoul, South Korea., 2026A principled framework of offline multi-agent skill partition and reuse for offline continual MARL.
Generalizable Offline Multiobjective Reinforcement Learning via Preference-Conditioned Diffuser [paper] [code] Yuchen Xiao, Lei Yuan, Lihe Li, Ziqian Zhang, Yichen Li, and Yang Yu.Published in IEEE Transactions on Neural Networks and Learning Systems, 2025Handling preference-lacking datasets in offline multi-objective reinforcement learning with preference-conditioned diffusion.