Search Results for author: Eleonora Misino

Found 3 papers, 3 papers with code

An analysis of Universal Differential Equations for data-driven discovery of Ordinary Differential Equations

1 code implementation17 Jun 2023 Mattia Silvestri, Federico Baldo, Eleonora Misino, Michele Lombardi

In the last decade, the scientific community has devolved its attention to the deployment of data-driven approaches in scientific research to provide accurate and reliable analysis of a plethora of phenomena.

Physics-informed machine learning

Generalized Disparate Impact for Configurable Fairness Solutions in ML

1 code implementation29 May 2023 Luca Giuliani, Eleonora Misino, Michele Lombardi

We make two contributions in the field of AI fairness over continuous protected attributes.

Fairness

VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming

1 code implementation7 Feb 2022 Eleonora Misino, Giuseppe Marra, Emanuele Sansone

To the best of our knowledge, this work is the first to propose a general-purpose end-to-end framework integrating probabilistic logic programming into a deep generative model.

Logical Reasoning

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