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math.OC2024★ 2 cited
Data representation with optimal transport
Rocío Díaz Martín, Ivan V. Medri, Gustavo Kunde Rohde
Optimal transport has been used to define bijective nonlinear transforms and different transport-related metrics for discriminating data and signals. Here we briefly describe the a…
cs.LG2024★ 1 cited
Attention versus Contrastive Learning of Tabular Data -- A Data-centric Benchmarking
Shourav B. Rabbani, Ivan V. Medri, Manar D. Samad
Despite groundbreaking success in image and text learning, deep learning has not achieved significant improvements against traditional machine learning (ML) when it comes to tabula…