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Zuo-Kai Wen

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#machine learning Preprint Oct 2026

Error-Corrected Inference-Time Scaling for Imperfect Diffusion Models

Inference-time scaling adapts pretrained diffusion models to new sampling tasks without additional training. Existing methods rely primarily on Monte Carlo sampling with more particles, yet are premised on the pretrained model being exact. In practice, data and training limitations make the model imperfect, and these m...

Zuo-Kai Wen, Louis Grenioux, E. Weinan et al. · 0 citations

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