Perfil personal

Perfil personal

I hold a Bachelor's degree in Bioinformatics from the National University of Entre Ríos (UNER), Argentina (2014), a Ph.D. in Computer Science from the National University of the South (UNS), Argentina (2020), and a Specialization in Data Science from the same institution (2023). I have been a researcher at the National Scientific and Technical Research Council (CONICET), Argentina, since 2022, and a member of the National System of Researchers (SNI), Uruguay, since 2025.

Intereses de la investigación

My research interests lie at the intersection of artificial intelligence, cheminformatics, and explainable AI (XAI) methods. I am particularly interested in exploring the limits and potential of using synthetic libraries to train machine learning models, especially for molecular property prediction and chemical compound design tasks. I also investigate how generative models—such as those based on SMILES representations—can contribute to the creation of more efficient and representative datasets. A complementary line of work focuses on developing predictive models for the design of new materials, particularly polymers, where structural complexity and chemical diversity pose unique challenges. In all cases, I aim to incorporate explainability approaches to assess model behavior and robustness, with the goal of advancing toward more reliable, interpretable, and practically useful solutions for both science and industry.

Huella digital

Profundizar en los temas de investigación en los que Fiorella Cravero está activo. Estas etiquetas de temas provienen de las obras de esta persona. Juntos, forma una huella digital única.
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Colaboraciones y áreas de investigación principales de los últimos cinco años

Colaboración externa reciente a nivel de país/territorio. Para consultar los detalles, haga clic en los puntos o
  • Concrete Decisions: How XAI is Paving the Way for Future Construction Materials

    Cravero, F., Vazquez, G. E., Ponzoni, I. & Diaz, M. F., 2025, Proceedings of the 23rd LACCEI International Multi-Conference for Engineering, Education and Technology (LACCEI): "Engineering, Artificial Intelligence, and Sustainable Technologies in service of society". 2025 ed. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology).

    Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva