Search Results for author: Mustapha Bounoua

Found 3 papers, 3 papers with code

S$Ω$I: Score-based O-INFORMATION Estimation

1 code implementation8 Feb 2024 Mustapha Bounoua, Giulio Franzese, Pietro Michiardi

The analysis of scientific data and complex multivariate systems requires information quantities that capture relationships among multiple random variables.

MINDE: Mutual Information Neural Diffusion Estimation

1 code implementation13 Oct 2023 Giulio Franzese, Mustapha Bounoua, Pietro Michiardi

In this work we present a new method for the estimation of Mutual Information (MI) between random variables.

Mutual Information Estimation

Multi-modal Latent Diffusion

1 code implementation7 Jun 2023 Mustapha Bounoua, Giulio Franzese, Pietro Michiardi

Multi-modal data-sets are ubiquitous in modern applications, and multi-modal Variational Autoencoders are a popular family of models that aim to learn a joint representation of the different modalities.

multimodal generation

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