Moments Matter:Stabilizing Policy Optimization using Return Distributions

Dennis Jabs, Aditya Mohan, Marius Lindauer

Deep Reinforcement Learning (RL) agents often learn policies that achieve the same episodic return yet behave very differently, due to a combination of environmental (random transi…