1. Clustering of solutions in the symmetric binary perceptron. (21st July 2020) Authors: Baldassi, Carlo; Della Vecchia, Riccardo; Lucibello, Carlo; Zecchina, Riccardo Journal: Journal of statistical mechanics Issue: (2020:Jul.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
2. Deep learning via message passing algorithms based on belief propagation. Issue 3 (1st September 2022) Authors: Lucibello, Carlo; Pittorino, Fabrizio; Perugini, Gabriele; Zecchina, Riccardo Journal: Machine learning: science and technology Issue: Volume 3:Issue 3(2022) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
3. Deep networks on toroids: removing symmetries reveals the structure of flat regions in the landscape geometry*This article is an updated version of: Pittorino F, Ferraro A, Perugini G, Feinauer C, Baldassi C and Zecchina R 2022 Deep networks on toroids: removing symmetries reveals the structure of flat regions in the landscape geometry Proc. 39th Int. Conf. Machine Learning vol 162 ed K Chaudhuri, S Jegelka, L Song, C Szepesvari, G Niu and S Sabato pp 17759–81. (1st November 2022) Authors: Pittorino, Fabrizio; Ferraro, Antonio; Perugini, Gabriele; Feinauer, Christoph; Baldassi, Carlo; Zecchina, Riccardo Journal: Journal of statistical mechanics Issue: (2022:Nov.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
4. Entropic gradient descent algorithms and wide flat minima*This article is an updated version of: Pittorino F, Lucibello C, Feinauer C, Perugini G, Baldassi C, Demyanenko E and Zecchina R 2021 Entropic gradient descent algorithms and wide flat minima Int. Conf. on Learning Representations. (29th December 2021) Authors: Pittorino, Fabrizio; Lucibello, Carlo; Feinauer, Christoph; Perugini, Gabriele; Baldassi, Carlo; Demyanenko, Elizaveta; Zecchina, Riccardo Journal: Journal of statistical mechanics Issue: (2021:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
5. Entropy-SGD: biasing gradient descent into wide valleys*This article is an updated version of Chaudhari P, Choromanska A, Soatto S, LeCun Y, Baldassi C, Borgs C, Chayes J, Sagun L, and Zecchina R 2017 Entropy-SGD: biasing gradient descent into wide valleys. Proc. of the International Conference of Learning and Representations (ICLR 2017).Code: https://github.com/ucla-vision/entropy-sgd. (20th December 2019) Authors: Chaudhari, Pratik; Choromanska, Anna; Soatto, Stefano; LeCun, Yann; Baldassi, Carlo; Borgs, Christian; Chayes, Jennifer; Sagun, Levent; Zecchina, Riccardo Journal: Journal of statistical mechanics Issue: (2019:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
6. From statistical inference to a differential learning rule for stochastic neural networks. Issue 6 (19th October 2018) Authors: Saglietti, Luca; Gerace, Federica; Ingrosso, Alessandro; Baldassi, Carlo; Zecchina, Riccardo Journal: Interface focus Issue: Volume 8:Issue 6(2018) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
7. From statistical inference to a differential learning rule for stochastic neural networks. Issue 6 (6th December 2018) Authors: Saglietti, Luca; Gerace, Federica; Ingrosso, Alessandro; Baldassi, Carlo; Zecchina, Riccardo Journal: Interface focus Issue: Volume 8:Issue 6(2018) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
8. Inverse statistical problems: from the inverse Ising problem to data science. Issue 3 (3rd July 2017) Authors: Nguyen, H. Chau; Zecchina, Riccardo; Berg, Johannes Journal: Advances in physics Issue: Volume 66:Issue 3(2017) Page Start: 197 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
9. Local entropy as a measure for sampling solutions in constraint satisfaction problems. (25th February 2016) Authors: Baldassi, Carlo; Ingrosso, Alessandro; Lucibello, Carlo; Saglietti, Luca; Zecchina, Riccardo Journal: Journal of statistical mechanics Issue: (2016:Feb.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
10. Mathematical foundations of complex networked information systems : Politecnico di Torino, Verrès, Italy 2009 /: Politecnico di Torino, Verrès, Italy 2009. ([2015]) Authors: Kumar, P. R; Wainwright, Martin (Martin J.); Zecchina, Riccardo Editors: Fagnani, Fabio; Fosson, Sophie M; Ravazzi, Chiara Other Names: Centro internazionale matematico estivo. Record Type: Book Extent: 1 online resource (vii, 135 pages), illustrations (some colour) View Content: Available online (eLD content is only available in our Reading Rooms) ↗