• 2026 weights or sampling: a controlled study of reward optimization in flow-matching models soon
• 2026 same scene, different answer: variance and rollout budgets for flow-policy evaluation preprint
• 2025 pathcluster: pedestrian group-adaptive social navigation in dense crowds iros 2025