Policy Optimization in a Noisy Neighborhood: On Return Landscapes in Continuous Control

Nate Rahn, Pierluca D'Oro, Harley Wiltzer +2

Deep reinforcement learning agents for continuous control are known to exhibit significant instability in their performance over time. In this work, we provide a fresh perspective…