Benjamin Aubin

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Lenka ZdeborovaEPFL, SwitzerlandVerified email at epfl.ch
Florent KrzakalaÉcole polytechnique fédérale de LausanneVerified email at epfl.ch
Bruno LoureiroÉcole Normale SupérieureVerified email at di.ens.fr
Antoine MaillardETH ZurichVerified email at math.ethz.ch
Antoine BakerInriaVerified email at inria.fr
Nicolas MacrisEcole Polytechnique Federale LausanneVerified email at epfl.ch
Will PerkinsGeorgia Institute of TechnologyVerified email at willperkins.org
Yue M. LuGordon McKay Professor of Electrical Engineering and of Applied Mathematics, Harvard UniversityVerified email at seas.harvard.edu
Leon BottouFacebook AI ResearchVerified email at bottou.org
David Lopez-PazMeta AIVerified email at fb.com
Agnieszka SłowikMicrosoft Research Cambridge, University of CambridgeVerified email at cam.ac.uk
Jean BarbierAssociate Professor, International Center for Theoretical PhysicsVerified email at ictp.it

Benjamin Aubin

Init ML - ClipDrop

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Statistical mechanics Disordered systems Machine Learning Computer vision


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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	88	2018
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	49	2019
Storage capacity in symmetric binary perceptrons B Aubin, W Perkins, L Zdeborová Journal of Physics A: Mathematical and Theoretical 52 (29), 294003, 2019	45	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	42	2020
Linear unit-tests for invariance discovery B Aubin, A Słowik, M Arjovsky, L Bottou, D Lopez-Paz arXiv preprint arXiv:2102.10867, 2021	29	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	29	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	14	2020
Tree-AMP: Compositional Inference with Tree Approximate Message Passing. A Baker, F Krzakala, B Aubin, L Zdeborová J. Mach. Learn. Res. 24, 57:1-57:89, 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

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