279 citations · 280 across the 2 of their papers we have counts for
3 papers
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…
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…
ChemTS: An Efficient Python Library for de novo Molecular Generation
Xiufeng Yang, Jinzhe Zhang, Kazuki Yoshizoe +2
Automatic design of organic materials requires black-box optimization in a vast chemical space. In conventional molecular design algorithms, a molecule is built as a combination of…