Sfoglia per Autore
From statistical inference to a differential learning rule for stochastic neural networks
2018 Saglietti, Luca; Gerace, Federica; Ingrosso, Alessandro; Baldassi, Carlo; Zecchina, Riccardo
Properties of the geometry of solutions and capacity of multilayer neural networks with rectified linear unit activations
2019 Baldassi, Carlo; Malatesta, Enrico M.; Zecchina, Riccardo
Entropy-SGD: biasing gradient descent into wide valleys
2019 Chaudhari, Pratik; Choromanska, Anna; Soatto, Stefano; Lecun, Yann; Baldassi, Carlo; Borgs, Christian; Chayes, Jennifer; Sagun, Levent; Zecchina, Riccardo
Shaping the learning landscape in neural networks around wide flat minima
2020 Baldassi, Carlo; Pittorino, Fabrizio; Zecchina, Riccardo
Clustering of solutions in the symmetric binary perceptron
2020 Baldassi, Carlo; DELLA VECCHIA, Riccardo; Lucibello, Carlo; Zecchina, Riccardo
Wide flat minima and optimal generalization in classifying high-dimensional Gaussian mixtures
2020 Baldassi, Carlo; Malatesta, Enrico M; Negri, Matteo; Zecchina, Riccardo
Unveiling the Structure of Wide Flat Minima in Neural Networks
2021 Baldassi, Carlo; Lauditi, Clarissa; Malatesta, Enrico M.; Perugini, Gabriele; Zecchina, Riccardo
Entropic gradient descent algorithms and wide flat minima
2021 Pittorino, Fabrizio; Lucibello, Carlo; Feinauer, Christoph; Perugini, Gabriele; Baldassi, Carlo; Demyanenko, Elizaveta; Zecchina, Riccardo
Entropic gradient descent algorithms and wide flat minima
2021 Pittorino, Fabrizio; Lucibello, Carlo; Feinauer, Christoph; Perugini, Gabriele; Baldassi, Carlo; Demyanenko, Elizaveta; Zecchina, Riccardo
Deep networks on toroids: removing symmetries reveals the structure of flat regions in the landscape geometry
2022 Pittorino, Fabrizio; Ferraro, Antonio; Perugini, Gabriele; Feinauer, Christoph; Baldassi, Carlo; Zecchina, Riccardo
Learning through atypical phase transitions in overparameterized neural networks
2022 Baldassi, Carlo; Lauditi, Clarissa; Malatesta, Enrico M; Pacelli, Rosalba; Perugini, Gabriele; Zecchina, Riccardo
Deep learning via message passing algorithms based on belief propagation
2022 Lucibello, Carlo; Pittorino, Fabrizio; Perugini, Gabriele; Zecchina, Riccardo
Neural networks: from the perceptron to deep nets
2023 Gabrié, Marylou; Ganguli, Surya; Lucibello, Carlo; Zecchina, Riccardo
Quantum approximate optimization algorithm applied to the binary perceptron
2023 Torta, Pietro; Mbeng, Glen B.; Baldassi, Carlo; Zecchina, Riccardo; Santoro, Giuseppe E.
Typical and atypical solutions in nonconvex neural networks with discrete and continuous weights
2023 Baldassi, Carlo; Malatesta, Enrico M.; Perugini, Gabriele; Zecchina, Riccardo
Titolo | Data di pubblicazione | Autore(i) | Rivista | Editore |
---|---|---|---|---|
From statistical inference to a differential learning rule for stochastic neural networks | 1-gen-2018 | Saglietti, Luca; Gerace, Federica; Ingrosso, Alessandro; Baldassi, Carlo; Zecchina, Riccardo | INTERFACE FOCUS | - |
Properties of the geometry of solutions and capacity of multilayer neural networks with rectified linear unit activations | 1-gen-2019 | Baldassi, Carlo; Malatesta, Enrico M.; Zecchina, Riccardo | PHYSICAL REVIEW LETTERS | - |
Entropy-SGD: biasing gradient descent into wide valleys | 1-gen-2019 | Chaudhari, Pratik; Choromanska, Anna; Soatto, Stefano; Lecun, Yann; Baldassi, Carlo; Borgs, Christian; Chayes, Jennifer; Sagun, Levent; Zecchina, Riccardo | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - |
Shaping the learning landscape in neural networks around wide flat minima | 1-gen-2020 | Baldassi, Carlo; Pittorino, Fabrizio; Zecchina, Riccardo | PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA | - |
Clustering of solutions in the symmetric binary perceptron | 1-gen-2020 | Baldassi, Carlo; DELLA VECCHIA, Riccardo; Lucibello, Carlo; Zecchina, Riccardo | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - |
Wide flat minima and optimal generalization in classifying high-dimensional Gaussian mixtures | 1-gen-2020 | Baldassi, Carlo; Malatesta, Enrico M; Negri, Matteo; Zecchina, Riccardo | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - |
Unveiling the Structure of Wide Flat Minima in Neural Networks | 1-gen-2021 | Baldassi, Carlo; Lauditi, Clarissa; Malatesta, Enrico M.; Perugini, Gabriele; Zecchina, Riccardo | PHYSICAL REVIEW LETTERS | - |
Entropic gradient descent algorithms and wide flat minima | 1-gen-2021 | Pittorino, Fabrizio; Lucibello, Carlo; Feinauer, Christoph; Perugini, Gabriele; Baldassi, Carlo; Demyanenko, Elizaveta; Zecchina, Riccardo | - | (seleziona...) |
Entropic gradient descent algorithms and wide flat minima | 1-gen-2021 | Pittorino, Fabrizio; Lucibello, Carlo; Feinauer, Christoph; Perugini, Gabriele; Baldassi, Carlo; Demyanenko, Elizaveta; Zecchina, Riccardo | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - |
Deep networks on toroids: removing symmetries reveals the structure of flat regions in the landscape geometry | 1-gen-2022 | Pittorino, Fabrizio; Ferraro, Antonio; Perugini, Gabriele; Feinauer, Christoph; Baldassi, Carlo; Zecchina, Riccardo | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - |
Learning through atypical phase transitions in overparameterized neural networks | 1-gen-2022 | Baldassi, Carlo; Lauditi, Clarissa; Malatesta, Enrico M; Pacelli, Rosalba; Perugini, Gabriele; Zecchina, Riccardo | PHYSICAL REVIEW. E | - |
Deep learning via message passing algorithms based on belief propagation | 1-gen-2022 | Lucibello, Carlo; Pittorino, Fabrizio; Perugini, Gabriele; Zecchina, Riccardo | MACHINE LEARNING: SCIENCE AND TECHNOLOGY | - |
Neural networks: from the perceptron to deep nets | 1-gen-2023 | Gabrié, Marylou; Ganguli, Surya; Lucibello, Carlo; Zecchina, Riccardo | - | World Scientific |
Quantum approximate optimization algorithm applied to the binary perceptron | 1-gen-2023 | Torta, Pietro; Mbeng, Glen B.; Baldassi, Carlo; Zecchina, Riccardo; Santoro, Giuseppe E. | PHYSICAL REVIEW. B | - |
Typical and atypical solutions in nonconvex neural networks with discrete and continuous weights | 1-gen-2023 | Baldassi, Carlo; Malatesta, Enrico M.; Perugini, Gabriele; Zecchina, Riccardo | PHYSICAL REVIEW. E | - |
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