2 papers
cs.CV2026
An Analysis of Regularization and Fokker-Planck Residuals in Diffusion Models for Image Generation
Onno Niemann, Gonzalo Martínez Muñoz, Alberto Suárez Gonzalez
Recent work has shown that diffusion models trained with the denoising score matching (DSM) objective often violate the Fokker--Planck (FP) equation that governs the evolution of t…
cs.LG2018
Pooling homogeneous ensembles to build heterogeneous ones
Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
In ensemble methods, the outputs of a collection of diverse classifiers are combined in the expectation that the global prediction be more accurate than the individual ones. Hetero…