State evolution for approximate message passing with non-separable functions R Berthier, A Montanari, PM Nguyen Information and Inference: A Journal of the IMA, 2017 | 166 | 2017 |
Tight nonparametric convergence rates for stochastic gradient descent under the noiseless linear model R Berthier, F Bach, P Gaillard Advances in Neural Information Processing Systems 33, 2576-2586, 2020 | 44 | 2020 |
Graph-based approximate message passing iterations C Gerbelot, R Berthier Information and Inference: A Journal of the IMA 12 (4), 2562-2628, 2023 | 42 | 2023 |
Accelerated gossip in networks of given dimension using jacobi polynomial iterations R Berthier, F Bach, P Gaillard SIAM Journal on Mathematics of Data Science 2 (1), 24-47, 2020 | 35 | 2020 |
Learning time-scales in two-layers neural networks R Berthier, A Montanari, K Zhou arXiv preprint arXiv:2303.00055, 2023 | 27 | 2023 |
Continuized accelerations of deterministic and stochastic gradient descents, and of gossip algorithms M Even, R Berthier, F Bach, N Flammarion, H Hendrikx, P Gaillard, ... Advances in Neural Information Processing Systems 34, 28054-28066, 2021 | 16 | 2021 |
Incremental learning in diagonal linear networks R Berthier Journal of Machine Learning Research 24 (171), 1-26, 2023 | 15 | 2023 |
Leveraging the two-timescale regime to demonstrate convergence of neural networks P Marion, R Berthier Advances in Neural Information Processing Systems 36, 2024 | 5 | 2024 |
Analysis and acceleration of gradient descents and gossip algorithms R Berthier Université Paris sciences et lettres, 2021 | 3 | 2021 |
A continuized view on nesterov acceleration R Berthier, F Bach, N Flammarion, P Gaillard, A Taylor arXiv preprint arXiv:2102.06035, 2021 | 3 | 2021 |
On the Minimal Degree Bias in Generalization on the Unseen for non-Boolean Functions D Pushkin, R Berthier, E Abbe arXiv preprint arXiv:2406.06354, 2024 | | 2024 |
Acceleration of gossip algorithms through the Euler–Poisson–Darboux Equation R Berthier, M Li IMA Journal of Applied Mathematics 87 (6), 985-1009, 2022 | | 2022 |
Analyse et Accélération des Descentes de Gradient et des Algorithmes de Gossip R Berthier Université Paris sciences et lettres, 2021 | | 2021 |
MDS1 RJ Berthier, A Cordonier, E Cornacchia, J Hazla, A Lotfi, PS Ralli, ... | | |