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Jose A. Lozano

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Uncertainty-Aware Explanations Through Probabilistic Self-Explainable Neural Networks

Mar 20, 2024
Jon Vadillo, Roberto Santana, Jose A. Lozano, Marta Kwiatkowska

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Time-dependent Probabilistic Generative Models for Disease Progression

Nov 15, 2023
Onintze Zaballa, Aritz Pérez, Elisa Gómez-Inhiesto, Teresa Acaiturri-Ayesta, Jose A. Lozano

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Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees

Oct 24, 2023
Verónica Álvarez, Santiago Mazuelas, Jose A. Lozano

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Uncertainty in Fairness Assessment: Maintaining Stable Conclusions Despite Fluctuations

Feb 02, 2023
Ainhize Barrainkua, Paula Gordaliza, Jose A. Lozano, Novi Quadrianto

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A Survey on Preserving Fairness Guarantees in Changing Environments

Nov 14, 2022
Ainhize Barrainkua, Paula Gordaliza, Jose A. Lozano, Novi Quadrianto

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Minimax Classification under Concept Drift with Multidimensional Adaptation and Performance Guarantees

May 31, 2022
Verónica Álvarez, Santiago Mazuelas, Jose A. Lozano

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When and How to Fool Explainable Models (and Humans) with Adversarial Examples

Jul 05, 2021
Jon Vadillo, Roberto Santana, Jose A. Lozano

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Analysis of Dominant Classes in Universal Adversarial Perturbations

Jan 11, 2021
Jon Vadillo, Roberto Santana, Jose A. Lozano

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Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions

Apr 14, 2020
Jon Vadillo, Roberto Santana, Jose A. Lozano

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