Haoliang Sun

MTRL-CG: Multi-Task Reinforcement Learning Method with Spectral Clustering-Based Task Grouping

2026 · Proceedings of the AAAI Conference on Artificial Intelligence

Multi-task reinforcement learning (RL) aims to enhance agent performance across multiple tasks by enabling effective knowledge transfer. However, these methods adopt a fully shared policy across all tasks without explicitly distinguishing between related and conflicting …