Provably Efficient Information-Directed Sampling Algorithms for Multi-Agent Reinforcement Learning

Qiaosheng Zhang, Chenjia Bai, Shuyue Hu +2

This work designs and analyzes a novel set of algorithms for multi-agent reinforcement learning (MARL) based on the principle of information-directed sampling (IDS). These algorith…