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2026 1

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Recovering Hidden Reward in Diffusion-Based Policies

cs.RO · 2026-05-01 · unverdicted · novelty 6.0 · 2 refs

EnergyFlow shows that denoising score matching on diffusion policies recovers the gradient of the expert's soft Q-function under maximum-entropy optimality, enabling non-adversarial reward extraction and improved policy generalization.

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  • Recovering Hidden Reward in Diffusion-Based Policies cs.RO · 2026-05-01 · unverdicted · none · ref 7 · 2 links

    EnergyFlow shows that denoising score matching on diffusion policies recovers the gradient of the expert's soft Q-function under maximum-entropy optimality, enabling non-adversarial reward extraction and improved policy generalization.