Roben D Delos Reyes

Disentangling Sources of Risk for Distributional Multi-Agent Reinforcement Learning

In cooperative multi-agent reinforcement learning, the outcomes of agent-wise policies are highly stochastic due to the two sources of risk: (a) random actions taken by teammates and (b) random transition and rewards. Although the two sources have very distinct characteristics, existing frameworks a…