Distributions as Actions: A Unified Framework for Diverse Action Spaces

Jiamin He, A. Rupam Mahmood, Martha White

We introduce a novel reinforcement learning (RL) framework that treats parameterized action distributions as actions, redefining the boundary between agent and environment. This re…