2 papers
stat.ML2026
On the minimax optimality of Flow Matching through the connection to kernel density estimation
Lea Kunkel, Mathias Trabs
Flow Matching has recently gained attention in generative modeling as a simple and flexible alternative to diffusion models. While existing statistical guarantees adapt tools from…
stat.ML2026
Distribution estimation via Flow Matching with Lipschitz guarantees
Lea Kunkel
Flow Matching, a promising approach in generative modeling, has recently gained popularity. Relying on ordinary differential equations, it offers a simple and flexible alternative…