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Published at May 5

Categorical Flow Matching on Statistical Manifolds

NeurIPS

Released Date: May 5, 2024

Authors: Chaoran Cheng¹, Jiahan Li², Jian Peng¹, Ge Liu¹

Aff.: ¹University of Illinois Urbana-Champaign; ²Peking University

Arxiv: https://openreview.net/pdf/12903ac826613fb780753f8be5476e351d2d74ca.pdf

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	SFM w/ OT	SFM w/o OT	LinearFM	D3PM	DDSM	DirichletFM
NLL $\downarrow$	-1.687 $\pm$ 0.020	-1.631 $\pm$ 0.027	0.622 $\pm$ 0.022	0.141 $\pm$ 0.021	0.100 $\pm$ 0.001^*	NA
FID $\downarrow$	4.62	5.15	5.91	10.35	7.79	40.60