2 papers
stat.ML2026
A Deep Generative Approach to Stratified Learning
Randy Martinez, Rong Tang, Lizhen Lin
While the manifold hypothesis is widely adopted in modern machine learning, complex data is often better modeled as stratified spaces -- unions of manifolds (strata) of varying dim…
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…