Tag: gensdr

On Conditional Stochastic Interpolation for Generative Nonlinear Sufficient Dimension Reduction arXiv:2512.18971v1 Announce Type: new Abstract: Identifying low-dimensional sufficient structures in nonlinear sufficient dimension reduction (SDR) has long been a fundamental yet challenging problem. Most existing methods lack theoretical guarantees of exhaustiveness in identifying lower dimensional structures, either at the population level or at the sample…