Beyond Straightness: Non-Crossing Flow Matching via Quantile AlignTree Coupling

Junyi Lin, Mengyu Li, Jingxuan Hu +2

The performance of Flow Matching largely depends on the quality of the coupling between the source and target distributions. However, independent coupling often leads to path cross…