Rooted Absorbed Prefix Trajectory Balance with Submodular Replay for GFlowNet Training

Xi Wang, Wenbo Lu, Shengjie Wang

Generative Flow Networks (GFlowNets) enable fine-tuning large language models to approximate reward-proportional posteriors, but they remain prone to mode collapse, manifesting as…