AlphaZeroES: Direct score maximization outperforms planning loss minimization

Carlos Martin, Tuomas Sandholm

Planning at execution time has been shown to dramatically improve performance for agents in both single-agent and multi-agent settings. A well-known family of approaches to plannin…