1. Align, then memorise: the dynamics of learning with feedback alignment*This article is an updated version of: Refinetti M, D'Ascoli S, Ohana R and Goldt S 2021 Align, then memorise: the dynamics of learning with feedback alignment Proc. 38th Int. Conf. Machine Learning vol 139 ed M Meila and T Zhang pp 8925–35. (1st November 2022) Authors: Refinetti, Maria; d'Ascoli, Stéphane; Ohana, Ruben; Goldt, Sebastian 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) ↗
2. Augmenting physical models with deep networks for complex dynamics forecasting*This article is an updated version of: Yin Y, Le Guen V, Dona J, de Bezenac E, Ayed I, Thome N and Gallinari P 2021 Augmenting physical models with deep networks for complex dynamics forecasting Int. Conf. Learning Representations. (29th December 2021) Authors: Yin, Yuan; Le Guen, Vincent; Dona, Jérémie; de Bézenac, Emmanuel; Ayed, Ibrahim; Thome, Nicolas; Gallinari, Patrick 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) ↗
3. ConViT: improving vision transformers with soft convolutional inductive biases*This article is an updated version of: D'Ascoli S, Touvron H, Leavitt M L, Morcos A S, Biroli G and Sagun L 2021 ConViT: improving vision transformers with soft convolutional inductive biases Proc. 38th Int. Conf. Machine Learning vol 139 ed M Meila and T Zhang pp 2286–96. (1st November 2022) Authors: d'Ascoli, Stéphane; Touvron, Hugo; Leavitt, Matthew L; Morcos, Ari S; Biroli, Giulio; Sagun, Levent 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. 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) ↗
5. Disentangling feature and lazy training in deep neural networks. (26th November 2020) Authors: Geiger, Mario; Spigler, Stefano; Jacot, Arthur; Wyart, Matthieu Journal: Journal of statistical mechanics Issue: (2020:Nov.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
6. Relative stability toward diffeomorphisms indicates performance in deep nets*This article is an updated version of: Petrini L, Favero A, Geiger M and Wyart M 2021 Relative stability toward diffeomorphisms indicates performance in deep nets Advances in Neural Information Processing Systems vol 34 ed M Ranzato, A Beygelzimer, Y Dauphin, P S Liang and J Wortman Vaughan (New York: Curran Associates) pp 8727–39. (1st November 2022) Authors: Petrini, Leonardo; Favero, Alessandro; Geiger, Mario; Wyart, Matthieu 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) ↗
7. Triple descent and the two kinds of overfitting: where and why do they appear?*This article is an updated version of: Ascoli S, Sagun L and Biroli G 2020 Triple descent and the two kinds of overfitting: where and why do they appear? Advances in Neural Information Processing Systems vol 33 ed H Larochelle, M Ranzato, R Hadsell, M F Balcan and H Lin (New York: Curran Associates). (29th December 2021) Authors: d'Ascoli, Stéphane; Sagun, Levent; Biroli, Giulio 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) ↗