2 papers
cs.LG2025
Pairwise Optimal Transports for Training All-to-All Flow-Based Condition Transfer Model
Kotaro Ikeda, Masanori Koyama, Jinzhe Zhang +2
In this paper, we propose a flow-based method for learning all-to-all transfer maps among conditional distributions that approximates pairwise optimal transport. The proposed metho…
cs.LG2024
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…