2 papers
cs.LG2025
Structure Preserving Diffusion Models
Haoye Lu, Spencer Szabados, Yaoliang Yu
In recent years, diffusion models have become the leading approach for distribution learning. This paper focuses on structure-preserving diffusion models (SPDM), a specific subset…
cs.CG2024
Curve Stabbing Depth: Data Depth for Plane Curves
Stephane Durocher, Alexandre Leblanc, Spencer Szabados
Measures of data depth have been studied extensively for point data. Motivated by recent work on analysis, clustering, and identifying representative elements in sets of trajectori…