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URLhttps://arxiv · arXiv 2507.00846

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Few-Step Boltzmann Generators via Scalable Likelihood Flow Maps

cs.LG · 2026-06-27 · unverdicted · novelty 6.0

SCALLOP replaces Hutchinson's trace estimator with a scalable, vectorized likelihood distillation objective for F2D2 flow maps, cutting training variance and time while improving performance on molecular Boltzmann generators and image data.

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  • Few-Step Boltzmann Generators via Scalable Likelihood Flow Maps cs.LG · 2026-06-27 · unverdicted · none · ref 1

    SCALLOP replaces Hutchinson's trace estimator with a scalable, vectorized likelihood distillation objective for F2D2 flow maps, cutting training variance and time while improving performance on molecular Boltzmann generators and image data.