Cross-Spectral Factor Analysis. - Neil Gallagher; Kyle R. Ulrich; Austin Talbot; Kafui Dzirasa; Lawrence Carin; David E. Carlson (NIPS, 2017)

Supervised Autoencoders Learn Robust Joint Factor Models of Neural Activity. - Austin Talbot; David B. Dunson; Kafui Dzirasa; David E. Carlson (CoRR, 2020)

AugmentedPCA: A Python Package of Supervised and Adversarial Linear Factor Models. - William E. Carson IV; Austin Talbot; David E. Carlson (CoRR, 2022)

Supervising the Decoder of Variational Autoencoders to Improve Scientific Utility. - Liyun Tu; Austin Talbot; Neil Gallagher; David E. Carlson (IEEE Trans. Signal Process., 2022)

Generative Principal Component Regression via Variational Inference. - Austin Talbot; Corey J. Keller; David E. Carlson; Alex V. Kotlar (CoRR, 2024)