2026
Loss-Guided Auxiliary Agents for Overcoming Mode Collapse in GFlowNets
AAAI 2026technical
Although Generative Flow Networks (GFlowNets) are designed to capture multiple modes of a reward function, they often suffer from mode collapse in practice, getting trapped in early-discovered modes and requiring prolonged training to find diverse solutions. Existing exploration techniques often rel