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cs.LG2024
Flow matching achieves almost minimax optimal convergence
Kenji Fukumizu, Taiji Suzuki, Noboru Isobe +2
Flow matching (FM) has gained significant attention as a simulation-free generative model. Unlike diffusion models, which are based on stochastic differential equations, FM employs…
cs.LG2024★ 1 cited
Extended Flow Matching: a Method of Conditional Generation with Generalized Continuity Equation
Noboru Isobe, Masanori Koyama, Jinzhe Zhang +2
The task of conditional generation is one of the most important applications of generative models, and numerous methods have been developed to date based on the celebrated flow-bas…