Cluster Distillation: Semi-supervised Time Series Classification through Clustering-based Self-supervision. - Manuel Alejandro Goyo; Ricardo Ñanculef (SCCC, 2022)

Deep Attention Residual Convolutional Neural Network for Electrocardiogram Classification. - Manuel Alejandro Goyo; Carlos Valle (SCCC, 2022)

Negative Sampling for Triplet-Based Loss: Improving Representation in Self-supervised Representation Learning. - Manuel Alejandro Goyo; Mauricio Hidalgo (CIARP (1), 2024)

Refining Triplet Sampling for Improved Self-Supervised Representation Learning. - Manuel Alejandro Goyo; Giacomo Frisoni; Gianluca Moro; Claudio Sartori 001 (SEBD, 2024)

InverseTime: A Self-Supervised Technique for Semi-Supervised Classification of Time Series. - Manuel Alejandro Goyo; Ricardo Ñanculef; Carlos Valle (IEEE Access, 2024)

Enhancing Representation Learning for Content-Based Information Retrieval: A Knowledge-Enhanced Geometric Approach. - Manuel Alejandro Goyo; Giacomo Frisoni; Gianluca Moro; Claudio Sartori 001 (KEIR, 2025)