3 papers
cs.LG2026
FlashDiffusion: Fused Tiled Kernel Spectral Decomposition
Julio Candanedo
Diffusion maps, and kernel methods more generally, provide an interpretable nonlinear spectral representation basis for geometric learning. In the geometric limit, small bandwidth,…
cs.DS2024
Diffusion Map Autoencoder
Julio Candanedo
Diffusion-Map-AutoEncoder (DMAE) pairs a diffusion-map encoder (using the Nyström method) with linear or RBF Gaussian-Process latent mean decoders, yielding closed-form inductive m…
cs.DS2023
Sparse Partial-Tracing
Julio Candanedo
Matrices and more generally multidimensional arrays, form the backbone of computational studies. In this paper we demonstrate increases in computational efficiency by performing pa…