2 papers
stat.ML2026
Flow Matching is Adaptive to Manifold Structures
Shivam Kumar, Yixin Wang, Lizhen Lin
Flow matching has emerged as a simulation-free alternative to diffusion-based generative modeling, producing samples by solving an ODE whose time-dependent velocity field is learne…
math.ST2025
A Likelihood Based Approach to Distribution Regression Using Conditional Deep Generative Models
Shivam Kumar, Yun Yang, Lizhen Lin
In this work, we explore the theoretical properties of conditional deep generative models under the statistical framework of distribution regression where the response variable lie…