activity
20102025
most citedScalable Multi-Output Label Prediction: From Classifier Chains to Classifier Trellises

84 citations · 394 across the 35 of their papers we have counts for

collaborators

39 papers

cs.CV2025

Forensic Study of Paintings Through the Comparison of Fabrics

Juan José Murillo-Fuentes, Pablo M. Olmos, Laura Alba-Carcelén

The study of canvas fabrics in works of art is a crucial tool for authentication, attribution and conservation. Traditional methods are based on thread density map matching, which…

cs.LG2024★ 2 cited

Efficient local linearity regularization to overcome catastrophic overfitting

Elias Abad Rocamora, Fanghui Liu, Grigorios G. Chrysos +2

Catastrophic overfitting (CO) in single-step adversarial training (AT) results in abrupt drops in the adversarial test accuracy (even down to 0%). For models trained with multi-ste…

stat.ML2023★ 1 cited

Interpretable Spectral Variational AutoEncoder (ISVAE) for time series clustering

Óscar Jiménez Rama, Fernando Moreno-Pino, David Ramírez +1

The best encoding is the one that is interpretable in nature. In this work, we introduce a novel model that incorporates an interpretable bottleneck-termed the Filter Bank (FB)-at…

cs.LG2023

Variational Mixture of HyperGenerators for Learning Distributions Over Functions

Batuhan Koyuncu, Pablo Sanchez-Martin, Ignacio Peis +2

Recent approaches build on implicit neural representations (INRs) to propose generative models over function spaces. However, they are computationally costly when dealing with infe…

eess.SP2023★ 1 cited

Sleep Activity Recognition and Characterization from Multi-Source Passively Sensed Data

María Martínez-García, Fernando Moreno-Pino, Pablo M. Olmos +1

Sleep constitutes a key indicator of human health, performance, and quality of life. Sleep deprivation has long been related to the onset, development, and worsening of several men…

cs.LG2022★ 11 cited

Detecting train driveshaft damages using accelerometer signals and Differential Convolutional Neural Networks

Antía López Galdo, Alejandro Guerrero-López, Pablo M. Olmos +1

Railway axle maintenance is critical to avoid catastrophic failures. Nowadays, condition monitoring techniques are becoming more prominent in the industry to prevent enormous costs…