Deep Learning for Efficient and Optimal Motion Planning for AUVs with Disturbances. - Juan Parras; Patricia A. Apellániz; Santiago Zazo (Sensors, 2021)

An online learning algorithm to play discounted repeated games in wireless networks. - Juan Parras; Patricia A. Apellániz; Santiago Zazo (Eng. Appl. Artif. Intell., 2022)

Inverse Reinforcement Learning: A New Framework to Mitigate an Intelligent Backoff Attack. - Juan Parras; Alejandro Almodóvar; Patricia A. Apellániz; Santiago Zazo (IEEE Internet Things J., 2022)

SAVAE: Leveraging the variational Bayes autoencoder for survival analysis. - Patricia A. Apellániz; Juan Parras; Santiago Zazo (CoRR, 2023)

Survival Model Optimization via Federated Learning: A Study Combining Simulations and Experiments. - Francesco Casadei; Luciana Carota; Gianluca Asti; Saverio D'Amico; Davide Piscia; Santiago Zazo; Patricia A. Apellániz; Juan Parras; Claudia Sala; Cesare Rollo; Nono S. C. Merleau; Piero Fariselli; et al. (IEEE Big Data, 2024)

CR-SAVAE: A Parametric Method for Survival Analysis with Competing Risks. - Patricia A. Apellániz; Juan Parras; Santiago Zazo (EUSIPCO, 2024)

An Improved Tabular Data Generator with VAE-GMM Integration. - Patricia A. Apellániz; Juan Parras; Santiago Zazo (EUSIPCO, 2024)

Synthetic Tabular Data Validation: A Divergence-Based Approach. - Patricia A. Apellániz; Ana Jiménez; Borja Arroyo Galende; Juan Parras; Santiago Zazo (IEEE Access, 2024)

Artificial inductive bias for synthetic tabular data generation in data-scarce scenarios. - Patricia A. Apellániz; Ana Jiménez; Borja Arroyo Galende; Juan Parras; Santiago Zazo (Neurocomputing, 2025)

Membership Inference Attacks and Differential Privacy: A Study Within the Context of Generative Models. - Borja Arroyo Galende; Patricia A. Apellániz; Juan Parras; Santiago Zazo; Silvia Uribe (IEEE Open J. Comput. Soc., 2025)

Deep Survival Analysis in Multimodal Medical Data: A Parametric and Probabilistic Approach with Competing Risks. - Alba Garrido; Alejandro Almodóvar; Patricia A. Apellániz; Juan Parras; Santiago Zazo (CoRR, 2025)