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Taiji Suzuki

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#machine learning Preprint Sep 2026

Steepest Guidance: A Practical and Principled Approach to Inference-Time Alignment of Flow and Diffusion-based Models

Inference-time alignment of flow and diffusion-based models is critical for achieving flexible generative modeling. Theoretically, Doob's $h$-transform provides an elegant solution to this problem, and most existing methods are based on this principle. However, in practice, estimating the optimal guidance derived from...

Shokichi Takakura, Akifumi Wachi, Rei Higuchi et al. · 0 citations

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