2 papers
stat.ML2026
Flow Matching for Count Data
Ganchao Wei, John Pearson
High-dimensional count data arise in applications such as single-cell RNA sequencing and neural spike trains, where mapping between distributions across successive batches or time…
stat.ML2025
Stream-level flow matching with Gaussian processes
Ganchao Wei, Li Ma
Flow matching (FM) is a family of training algorithms for fitting continuous normalizing flows (CNFs). Conditional flow matching (CFM) exploits the fact that the marginal vector fi…