56 citations · 198 across the 34 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Dynamics to decision: A mathematical theory of Lyapunov spectra and decision boundaries in deep classifiers
Shirin Panahi, Amirhossein Nazerian, Ali Pezeshki
A deep classifier is defined not only by the decision it produces, but also by the sequence of transformations through which that decision is formed. Treating this evolution as a d…
cs.LG2026
Manifold-Stable Flow Matching
Amirhossein Nazerian, Ali Pezeshki, Jianguo Zhao
Flow matching (FM) learns generative dynamics through velocity regression. Geometric FM variants commonly assume a prior supported on the data manifold, requiring geometric knowled…