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Diffusion reinforcement learning via centered reward distillation.arXiv preprint arXiv:2603.14128,

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cs.LG 1

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2026 1

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AdvantageFlow: Advantage-Weighted Least Squares for RL in Flow Models

cs.LG · 2026-05-25 · unverdicted · novelty 6.0

AdvantageFlow proposes an advantage-weighted forward-process least-squares loss for RL in rectified flow models, stabilized by rollout policy regularization, and reports better image generation performance than Flow-GRPO on Stable Diffusion 3.5.

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  • AdvantageFlow: Advantage-Weighted Least Squares for RL in Flow Models cs.LG · 2026-05-25 · unverdicted · none · ref 15

    AdvantageFlow proposes an advantage-weighted forward-process least-squares loss for RL in rectified flow models, stabilized by rollout policy regularization, and reports better image generation performance than Flow-GRPO on Stable Diffusion 3.5.