Uses and Abuses of the Cross-Entropy Loss: Case Studies in Modern Deep Learning. - Elliott Gordon-Rodríguez; Gabriel Loaiza-Ganem; Geoff Pleiss; John P. Cunningham (ICBINB@NeurIPS, 2020)

The continuous categorical: a novel simplex-valued exponential family. - Elliott Gordon-Rodríguez; Gabriel Loaiza-Ganem; John P. Cunningham (ICML, 2020)

On Disentanglement and Mutual Information in Semi-Supervised Variational Auto-Encoders. - Elliott Gordon-Rodríguez (CVPR Workshops, 2021)

Learning sparse log-ratios for high-throughput sequencing data. - Elliott Gordon-Rodríguez; Thomas P. Quinn; John P. Cunningham (Bioinform., 2021)

Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome. - Elliott Gordon-Rodríguez; Thomas P. Quinn; John P. Cunningham (NeurIPS, 2022)

On the Normalizing Constant of the Continuous Categorical Distribution. - Elliott Gordon-Rodríguez; Gabriel Loaiza-Ganem; Andres Potapczynski; John P. Cunningham (CoRR, 2022)