Unsupervised Representation Learning Using Convolutional and Stacked Auto-Encoders: A Domain and Cross-Domain Feature Space Analysis. - Gabriel Biscaro Cavallari; Leonardo Sampaio Ferraz Ribeiro; Moacir Ponti (SIBGRAPI, 2018)

Semi-supervised siamese network using self-supervision under scarce annotation improves class separability and robustness to attack. - Gabriel Biscaro Cavallari; Moacir A. Ponti (SIBGRAPI, 2021)

Training Deep Networks from Zero to Hero: avoiding pitfalls and going beyond. - Moacir A. Ponti; Fernando Pereira dos Santos; Leo Sampaio Ferraz Ribeiro; Gabriel Biscaro Cavallari (SIBGRAPI, 2021)