Giovanni Catania

According to our database, Giovanni Catania authored at least 12 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

The Symmetric Perceptron: a Teacher-Student Scenario.

Giovanni Catania, Aurélien Decelle, Suhanee Korpe

CoRR, March, 2026

2025

On the role of non-linear latent features in bipartite generative neural networks.

Tony Bonnaire, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, June, 2025

A Theoretical Framework For Overfitting In Energy-based Modeling.

Giovanni Catania, Aurélien Decelle, Cyril Furtlehner, Beatriz Seoane

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2023

Effectiveness of probabilistic contact tracing in epidemic containment: the role of super-spreaders and transmission paths reconstruction.

Anna Paola Muntoni, Fabio Mazza, Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta

CoRR, 2023

The Copycat Perceptron: Smashing Barriers Through Collective Learning.

Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, 2023

Explaining the effects of non-convergent sampling in the training of Energy-Based Models.

Elisabeth Agoritsas, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, 2023

Explaining the effects of non-convergent MCMC in the training of Energy-Based Models.

Elisabeth Agoritsas, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

Proceedings of the International Conference on Machine Learning, 2023

2022

Thermodynamics of bidirectional associative memories.

Adriano Barra, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, 2022

Inference in conditioned dynamics through causality restoration.

Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta, Matteo Mariani, Anna Paola Muntoni

CoRR, 2022

2021

Approximate inference on graphical models: message-passing, loop-corrected methods and applications.

Giovanni Catania

PhD thesis, 2021

2020

Epidemic mitigation by statistical inference from contact tracing data.

Antoine Baker, Indaco Biazzo, Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta, Alessandro Ingrosso, Florent Krzakala, Fabio Mazza, Marc Mézard, Anna Paola Muntoni, Maria Refinetti, Stefano Sarao Mannelli, Lenka Zdeborová

CoRR, 2020

2018

Loop corrections in spin models through density consistency.

Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta

CoRR, 2018