Benjamin Aubin

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 16

Top Topics

Image Generation

Sum Product Algorithm

Top Venues

IEEE Trans. Inf. Theory

Publications

Clément Chadebec, Onur Tasar, Eyal Benaroche, Benjamin Aubin
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation. CoRR (2024)
Antoine Baker, Florent Krzakala, Benjamin Aubin, Lenka Zdeborová
Tree-AMP: Compositional Inference with Tree Approximate Message Passing. J. Mach. Learn. Res. 24 (2023)
Benjamin Aubin, Agnieszka Slowik, Martín Arjovsky, Léon Bottou, David Lopez-Paz
Linear unit-tests for invariance discovery. CoRR (2021)
Benjamin Aubin, Bruno Loureiro, Antoine Maillard, Florent Krzakala, Lenka Zdeborová
The Spiked Matrix Model With Generative Priors. IEEE Trans. Inf. Theory 67 (2) (2021)
Benjamin Aubin
Mean-field methods and algorithmic perspectives for high-dimensional machine learning. CoRR (2021)
Benjamin Aubin, Florent Krzakala, Yue M. Lu, Lenka Zdeborová
Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization. NeurIPS (2020)
Antoine Baker, Benjamin Aubin, Florent Krzakala, Lenka Zdeborová
TRAMP: Compositional Inference with TRee Approximate Message Passing. CoRR (2020)
Benjamin Aubin, Bruno Loureiro, Antoine Baker, Florent Krzakala, Lenka Zdeborová
Exact asymptotics for phase retrieval and compressed sensing with random generative priors. MSML (2020)
Alia Abbara, Benjamin Aubin, Florent Krzakala, Lenka Zdeborová
Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning. MSML (2020)
Benjamin Aubin, Florent Krzakala, Yue M. Lu, Lenka Zdeborová
Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization. CoRR (2020)
Benjamin Aubin, Bruno Loureiro, Antoine Baker, Florent Krzakala, Lenka Zdeborová
Exact asymptotics for phase retrieval and compressed sensing with random generative priors. CoRR (2019)
Alia Abbara, Benjamin Aubin, Florent Krzakala, Lenka Zdeborová
Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning. CoRR (2019)
Benjamin Aubin, Bruno Loureiro, Antoine Maillard, Florent Krzakala, Lenka Zdeborová
The spiked matrix model with generative priors. CoRR (2019)
Benjamin Aubin, Bruno Loureiro, Antoine Maillard, Florent Krzakala, Lenka Zdeborová
The spiked matrix model with generative priors. NeurIPS (2019)
Benjamin Aubin, Antoine Maillard, Jean Barbier, Florent Krzakala, Nicolas Macris, Lenka Zdeborová
The committee machine: Computational to statistical gaps in learning a two-layers neural network. CoRR (2018)
Benjamin Aubin, Antoine Maillard, Jean Barbier, Florent Krzakala, Nicolas Macris, Lenka Zdeborová
The committee machine: Computational to statistical gaps in learning a two-layers neural network. NeurIPS (2018)