Refinement-Based Flow Policy Optimization
Experiments on six synthetic two-dimensional target distributions with diverse geometries demonstrate that RFPO captures complex multimodal structure without mode collapse, and across six continuous-control tasks, RFPO matches or outperforms a standard Gaussian-policy baseline on almost every task.