The committee machine: Computational to statistical gaps in learning a two-layers neural network. - Benjamin Aubin; Antoine Maillard; Jean Barbier; Florent Krzakala; Nicolas Macris; Lenka Zdeborová (NeurIPS, 2018)

Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning. - Alia Abbara; Benjamin Aubin; Florent Krzakala; Lenka Zdeborová (MSML, 2020)

Exact asymptotics for phase retrieval and compressed sensing with random generative priors. - Benjamin Aubin; Bruno Loureiro; Antoine Baker; Florent Krzakala; Lenka Zdeborová (MSML, 2020)

Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization. - Benjamin Aubin; Florent Krzakala; Yue M. Lu; Lenka Zdeborová (NeurIPS, 2020)

TRAMP: Compositional Inference with TRee Approximate Message Passing. - Antoine Baker; Benjamin Aubin; Florent Krzakala; Lenka Zdeborová (CoRR, 2020)

Mean-field methods and algorithmic perspectives for high-dimensional machine learning. (Méthodes à champ moyen et perspectives algorithmiques pour l'apprentissage automatique en haute dimension). - Benjamin Aubin (2020)

Linear unit-tests for invariance discovery. - Benjamin Aubin; Agnieszka Slowik; Martín Arjovsky; Léon Bottou; David Lopez-Paz (CoRR, 2021)

Mean-field methods and algorithmic perspectives for high-dimensional machine learning. - Benjamin Aubin (CoRR, 2021)

The Spiked Matrix Model With Generative Priors. - Benjamin Aubin; Bruno Loureiro; Antoine Maillard; Florent Krzakala; Lenka Zdeborová (IEEE Trans. Inf. Theory, 2021)

Tree-AMP: Compositional Inference with Tree Approximate Message Passing. - Antoine Baker; Florent Krzakala; Benjamin Aubin; Lenka Zdeborová (J. Mach. Learn. Res., 2023)

Controllable Shadow Generation with Single-Step Diffusion Models from Synthetic Data. - Onur Tasar; Clément Chadebec; Benjamin Aubin (CoRR, 2024)

Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation. - Clément Chadebec; Onur Tasar; Eyal Benaroche; Benjamin Aubin (AAAI, 2025)

LBM: Latent Bridge Matching for Fast Image-to-Image Translation. - Clément Chadebec; Onur Tasar; Sanjeev Sreetharan; Benjamin Aubin (CoRR, 2025)