notesum.ai

Published at December 4

Flow Matching with General Discrete Paths: A Kinetic-Optimal Perspective

cs.LG

cs.AI

Released Date: December 4, 2024

Authors: Neta Shaul¹, Itai Gat², Marton Havasi², Daniel Severo², Anuroop Sriram², Peter Holderrieth³, Brian Karrer², Yaron Lipman², Ricky T. Q. Chen²

Aff.: ¹Weizmann Institute of Science; ²Meta FAIR; ³MIT CSAIL

Arxiv: http://arxiv.org/pdf/2412.03487v1

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Method	FID $\downarrow$
D3PM (Austin et al., 2021)	7.34
CTDD (Nisonoff et al., 2024)	7.86
$\tau$ LDR-10 (Campbell et al., 2022)	3.74
DFM w/ mask (Gat et al., 2024)	3.63
DFM w/ metric (Ours)	3.43