The committee machine: Computational to statistical gaps in learning a two-layers neural network B Aubin, A Maillard, F Krzakala, N Macris, L Zdeborová Advances in Neural Information Processing Systems 31, 2018 | 105 | 2018 |
Storage capacity in symmetric binary perceptrons B Aubin, W Perkins, L Zdeborová Journal of Physics A: Mathematical and Theoretical 52 (29), 294003, 2019 | 59 | 2019 |
The spiked matrix model with generative priors B Aubin, B Loureiro, A Maillard, F Krzakala, L Zdeborová Advances in Neural Information Processing Systems 32, 2019 | 58 | 2019 |
Generalization error in high-dimensional perceptrons: Approaching bayes error with convex optimization B Aubin, F Krzakala, Y Lu, L Zdeborová Advances in Neural Information Processing Systems 33, 12199-12210, 2020 | 56 | 2020 |
Linear unit-tests for invariance discovery B Aubin, A Słowik, M Arjovsky, L Bottou, D Lopez-Paz arXiv preprint arXiv:2102.10867, 2021 | 36 | 2021 |
Exact asymptotics for phase retrieval and compressed sensing with random generative priors B Aubin, B Loureiro, A Baker, F Krzakala, L Zdeborová Mathematical and Scientific Machine Learning, 55-73, 2020 | 36 | 2020 |
Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning A Abbaras, B Aubin, F Krzakala, L Zdeborová Mathematical and Scientific Machine Learning, 27-54, 2020 | 18 | 2020 |
Tree-AMP: Compositional inference with tree approximate message passing A Baker, F Krzakala, B Aubin, L Zdeborová Journal of Machine Learning Research 24 (57), 1-89, 2023 | 7 | 2023 |
Mean-field methods and algorithmic perspectives for high-dimensional machine learning B Aubin arXiv preprint arXiv:2103.05945, 2021 | 3 | 2021 |
Precise asymptotics for phase retrieval and compressed sensing with random generative priors B Aubin, B Loureiro, A Baker, F Krzakala, L Zdeborová NeurIPS 2019 Workshop on Solving Inverse Problems with Deep Networks, 2019 | 1 | 2019 |
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation C Chadebec, O Tasar, E Benaroche, B Aubin arXiv preprint arXiv:2406.02347, 2024 | | 2024 |