The symmetric perceptron: A teacher-student scenario G Catania, A Decelle, S Korpe Physica A: Statistical Mechanics and its Applications, 131544 , 2026 2026
Uncovering statistical structure in large-scale neural activity with Restricted Boltzmann Machines N Béreux, G Catania, A Decelle, F Mignacco, AJN Gómez, B Seoane arXiv preprint arXiv:2603.11032 , 2026 2026 Citations: 1
On the role of non-linear latent features in bipartite generative neural networks T Bonnaire, G Catania, A Decelle, B Seoane SciPost Physics 19 (6), 141 , 2025 2025 Citations: 1
Phenomenological psychopathology meets machine learning: A multicentric retrospective study (Mu. St. ARD) targeting the role of Aberrant Salience assessment in psychosis detection GP Merola, A Patti, G Catania, OB Boy, I Noschese, ÁR Becerra, ... Schizophrenia Research 281, 147-156 , 2025 2025 Citations: 4
Small-Coupling Dynamic Cavity: a Bayesian mean-field framework for epidemic inference A Braunstein, G Catania, L Dall'Asta, M Mariani, F Mazza, M Tarabolo Physical Review Research 7 (2), 023089 , 2025 2025 Citations: 7
A theoretical framework for overfitting in energy-based modeling G Catania, A Decelle, C Furtlehner, B Seoane arXiv preprint arXiv:2501.19158 , 2025 2025 Citations: 10
Effectiveness of probabilistic contact tracing in epidemic containment: The role of superspreaders and transmission path reconstruction AP Muntoni, F Mazza, A Braunstein, G Catania, L Dall’Asta PNAS nexus 3 (9), pgae377 , 2024 2024 Citations: 8
Copycat perceptron: Smashing barriers through collective learning G Catania, A Decelle, B Seoane Physical Review E 109 (6), 065313 , 2024 2024 Citations: 5
Explaining the effects of non-convergent MCMC in the training of Energy-Based Models E Agoritsas, G Catania, A Decelle, B Seoane International Conference on Machine Learning, 322-336 , 2023 2023 Citations: 28
Inference in conditioned dynamics through causality restoration A Braunstein, G Catania, L Dall’Asta, M Mariani, AP Muntoni Scientific Reports 13 (1), 7350 , 2023 2023 Citations: 7
Thermodynamics of bidirectional associative memories A Barra, G Catania, A Decelle, B Seoane Journal of Physics A: Mathematical and Theoretical 56 (20), 205005 , 2023 2023 Citations: 15
Epidemic mitigation by statistical inference from contact tracing data A Baker, I Biazzo, A Braunstein, G Catania, L Dall’Asta, A Ingrosso, ... Proceedings of the National Academy of Sciences 118 (32), e2106548118 , 2021 2021 Citations: 49
Approximate inference on graphical models: message-passing, loop-corrected methods and applications G Catania Politecnico di Torino , 2021 2021
A density consistency approach to the inverse Ising problem A Braunstein, G Catania, L Dall’Asta, AP Muntoni Journal of Statistical Mechanics: Theory and Experiment 2021 (3), 033416 , 2021 2021 Citations: 4
Loop corrections in spin models through density consistency A Braunstein, G Catania, L Dall’Asta Physical Review Letters 123 (2), 020604 , 2019 2019 Citations: 7
MOST CITED SCHOLAR PUBLICATIONS
Epidemic mitigation by statistical inference from contact tracing data A Baker, I Biazzo, A Braunstein, G Catania, L Dall’Asta, A Ingrosso, ... Proceedings of the National Academy of Sciences 118 (32), e2106548118 , 2021 2021 Citations: 49
Explaining the effects of non-convergent MCMC in the training of Energy-Based Models E Agoritsas, G Catania, A Decelle, B Seoane International Conference on Machine Learning, 322-336 , 2023 2023 Citations: 28
Thermodynamics of bidirectional associative memories A Barra, G Catania, A Decelle, B Seoane Journal of Physics A: Mathematical and Theoretical 56 (20), 205005 , 2023 2023 Citations: 15
A theoretical framework for overfitting in energy-based modeling G Catania, A Decelle, C Furtlehner, B Seoane arXiv preprint arXiv:2501.19158 , 2025 2025 Citations: 10
Effectiveness of probabilistic contact tracing in epidemic containment: The role of superspreaders and transmission path reconstruction AP Muntoni, F Mazza, A Braunstein, G Catania, L Dall’Asta PNAS nexus 3 (9), pgae377 , 2024 2024 Citations: 8
Small-Coupling Dynamic Cavity: a Bayesian mean-field framework for epidemic inference A Braunstein, G Catania, L Dall'Asta, M Mariani, F Mazza, M Tarabolo Physical Review Research 7 (2), 023089 , 2025 2025 Citations: 7
Inference in conditioned dynamics through causality restoration A Braunstein, G Catania, L Dall’Asta, M Mariani, AP Muntoni Scientific Reports 13 (1), 7350 , 2023 2023 Citations: 7
Loop corrections in spin models through density consistency A Braunstein, G Catania, L Dall’Asta Physical Review Letters 123 (2), 020604 , 2019 2019 Citations: 7
Copycat perceptron: Smashing barriers through collective learning G Catania, A Decelle, B Seoane Physical Review E 109 (6), 065313 , 2024 2024 Citations: 5
Phenomenological psychopathology meets machine learning: A multicentric retrospective study (Mu. St. ARD) targeting the role of Aberrant Salience assessment in psychosis detection GP Merola, A Patti, G Catania, OB Boy, I Noschese, ÁR Becerra, ... Schizophrenia Research 281, 147-156 , 2025 2025 Citations: 4
A density consistency approach to the inverse Ising problem A Braunstein, G Catania, L Dall’Asta, AP Muntoni Journal of Statistical Mechanics: Theory and Experiment 2021 (3), 033416 , 2021 2021 Citations: 4
Uncovering statistical structure in large-scale neural activity with Restricted Boltzmann Machines N Béreux, G Catania, A Decelle, F Mignacco, AJN Gómez, B Seoane arXiv preprint arXiv:2603.11032 , 2026 2026 Citations: 1
On the role of non-linear latent features in bipartite generative neural networks T Bonnaire, G Catania, A Decelle, B Seoane SciPost Physics 19 (6), 141 , 2025 2025 Citations: 1
The symmetric perceptron: A teacher-student scenario G Catania, A Decelle, S Korpe Physica A: Statistical Mechanics and its Applications, 131544 , 2026 2026
Approximate inference on graphical models: message-passing, loop-corrected methods and applications G Catania Politecnico di Torino , 2021 2021
