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.LG2025
Inter-environmental world modeling for continuous and compositional dynamics
Kohei Hayashi, Masanori Koyama, Julian Jorge Andrade Guerreiro
Various world model frameworks are being developed today based on autoregressive frameworks that rely on discrete representations of actions and observations, and these frameworks…