Benjamin Aubin
Benjamin Aubin
PhD Student, Institut de Physique Théorique, CEA Saclay
Verified email at ipht.fr - Homepage
Title
Cited by
Cited by
Year
The committee machine: Computational to statistical gaps in learning a two-layers neural network
B Aubin, A Maillard, J Barbier, F Krzakala, N Macris, L Zdeborová
Journal of Statistical Mechanics: Theory and Experiment 2019 (12), 124023, 2019
422019
The spiked matrix model with generative priors
B Aubin, B Loureiro, A Maillard, F Krzakala, L Zdeborová
IEEE Transactions on Information Theory, 2020
232020
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
112020
Storage capacity in symmetric binary perceptrons
B Aubin, W Perkins, L Zdeborová
Journal of Physics A: Mathematical and Theoretical 52 (29), 294003, 2019
112019
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
52020
Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization
B Aubin, F Krzakala, YM Lu, L Zdeborová
arXiv preprint arXiv:2006.06560, 2020
52020
Tramp: Compositional inference with tree approximate message passing
A Baker, B Aubin, F Krzakala, L Zdeborová
arXiv preprint arXiv:2004.01571, 2020
32020
Linear unit-tests for invariance discovery
B Aubin, A Słowik, M Arjovsky, L Bottou, D Lopez-Paz
arXiv preprint arXiv:2102.10867, 2021
2021
Mean-field methods and algorithmic perspectives for high-dimensional machine learning
B Aubin
Université Paris-Saclay, 2020
2020
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Articles 1–9