Natalia Díaz Rodríguez

Most-cited papers

1. Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI

   Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, J. del Ser, Adrien Bennetot +8 more

   2019Information Fusion10K citations Open access

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2. Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence

   Sajid Ali, Tamer Abuhmed, Shaker El-Sappagh, Khan Muhammad +6 more

   2023Information Fusion1,617 citations Open access

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3. Connecting the Dots in Trustworthy Artificial Intelligence: From AI Principles, Ethics, and Key Requirements to Responsible AI Systems and Regulation

   Natalia Díaz Rodríguez, J. del Ser, Mark Coeckelbergh, M. L. de Prado +2 more

   2023Information Fusion655 citations Open access

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4. State Representation Learning for Control: An Overview

   Timothée Lesort, Natalia Díaz Rodríguez, Jean-François Goudou, David Filliat

   2018Neural Networks387 citations Open access

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5. Explainability in Deep Reinforcement Learning

   Alexandre Heuillet, Fabien Couthouis, Natalia Díaz Rodríguez

   2020Knowledge-Based Systems365 citations Open access

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6. Continual Learning for Robotics

   Timothée Lesort, V. Lomonaco, A. Stoian, D. Maltoni +2 more

   2019Information Fusion321 citations Open access

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7. EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case

   Natalia Díaz Rodríguez, Alberto Lamas, Jules Sanchez, G. Franchi +6 more

   2021Information Fusion108 citations Open access

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8. Greybox XAI: a Neural-Symbolic learning framework to produce interpretable predictions for image classification

   Adrien Bennetot, G. Franchi, J. del Ser, Raja Chatila +1 more

   2022Knowledge-Based Systems35 citations Open access

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9. Unsupervised state representation learning with robotic priors: a robustness benchmark

   Timothée Lesort, Mathieu Seurin, Xinrui Li, Natalia Díaz Rodríguez +1 more

   2017arXiv.org33 citations

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10. Physics-informed GANs for Coastal Flood Visualization

    Björn Lütjens, Brandon Leshchinskiy, Christian Requena-Mesa, F. Chishtie +7 more

    2020arXiv.org20 citations

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11. Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson values

    Giorgio Angelotti, Natalia Díaz Rodríguez

    2022Knowledge-Based Systems10 citations Open access

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12. Should artificial agents ask for help in human-robot collaborative problem-solving?

    Adrien Bennetot, V. Charisi, Natalia Díaz Rodríguez

    2020arXiv.org10 citations

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13. Physically-Consistent Generative Adversarial Networks for Coastal Flood Visualization

    Bjorn Lutjens, Brandon Leshchinskiy, Christian Requena-Mesa, F. Chishtie +8 more

    2021arXiv.org8 citations

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14. Capabilities, Limitations and Challenges of Style Transfer with CycleGANs: A Study on Automatic Ring Design Generation

    T. C. Pedroso, J. del Ser, Natalia Díaz Rodríguez

    2022International Cross-Domain Conference on Machine Learning and Knowledge Extraction7 citations Open access

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15. Unsupervised understanding of location and illumination changes in egocentric videos

    Alejandro Betancourt, Natalia Díaz Rodríguez, E. Barakova, L. Marcenaro +2 more

    2016Pervasive and Mobile Computing7 citations Open access

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16. Credit Risk Scoring Using a Data Fusion Approach

    Ayoub El Qadi, Maria Trocan, Patricia Conde Céspedes, Thomas Frossard +1 more

    2023International Conference on Computational Collective Intelligence4 citations Open access

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17. Highlighting Bias with Explainable Neural-Symbolic Visual Reasoning

    Adrien Bennetot, J. Laurent, Raja Chatila, Natalia Díaz Rodríguez

    2019arXiv.org1 citations

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18. Explaining is Harder Than Predicting Alone: Evaluating Concept-based Explanations of MLLMs as ICL Visual Classifiers

    Carmen Quiles-Ramírez, Leticia L. Rodríguez, Nicolás Martorell, Natalia Díaz Rodríguez

    2026arXiv.org0 citations

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19. SLU-2K: A Question-Based Benchmark for Semantic Evaluation of Sign Language Translation

    Zeno Testa, Antonino Furnari, L. Baraldi, Natalia Díaz Rodríguez

    2026arXiv.org0 citations

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20. Supervised Classification Heads as Semantic Prototypes: Unlocking Vision-Language Alignment via Weight Recycling

    David Mendez, Roberto Confalonieri, Natalia Díaz Rodríguez

    2026arXiv.org0 citations

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21. On Young Children's Exploration, Aha! Moments and Explanations in Model Building for Self-Regulated Problem-Solving

    V. Charisi, Natalia Díaz Rodríguez, B. Mawhin, Luis Merino

    2022EBeM@IJCAI0 citations

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