A Tool for Custom Construction of QMC and RQMC Point Sets. - Pierre L'Ecuyer; Pierre Marion; Maxime Godin; Florian Puchhammer (MCQMC, 2020)

An algorithm to compute the t-value of a digital net and of its projections. - Pierre Marion; Maxime Godin; Pierre L'Ecuyer (J. Comput. Appl. Math., 2020)

Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs. - Pierre Marion; Pawel Krzysztof Nowak; Francesco Piccinno (EMNLP (1), 2021)

Framing RNN as a kernel method: A neural ODE approach. - Adeline Fermanian; Pierre Marion; Jean-Philippe Vert; Gérard Biau (NeurIPS, 2021)

Scaling ResNets in the Large-depth Regime. - Pierre Marion; Adeline Fermanian; Gérard Biau; Jean-Philippe Vert (CoRR, 2022)

Generalization bounds for neural ordinary differential equations and deep residual networks. - Pierre Marion (NeurIPS, 2023)

Leveraging the two-timescale regime to demonstrate convergence of neural networks. - Pierre Marion; Raphaël Berthier (NeurIPS, 2023)

Implicit regularization of deep residual networks towards neural ODEs. - Pierre Marion; Yu-Han Wu; Michael Eli Sander; Gérard Biau (ICLR, 2024)

Deep linear networks for regression are implicitly regularized towards flat minima. - Pierre Marion; Lénaïc Chizat (NeurIPS, 2024)

Implicit Diffusion: Efficient optimization through stochastic sampling. - Pierre Marion; Anna Korba; Peter L. Bartlett; Mathieu Blondel; Valentin De Bortoli; Arnaud Doucet; Felipe Llinares-López; Courtney Paquette; Quentin Berthet (AISTATS, 2025)

Taking a Big Step: Large Learning Rates in Denoising Score Matching Prevent Memorization. - Yu-Han Wu; Pierre Marion; Gérard Biau; Claire Boyer (COLT, 2025)

Attention layers provably solve single-location regression. - Pierre Marion; Raphaël Berthier; Gérard Biau; Claire Boyer (ICLR, 2025)

Attention-based clustering. - Rodrigo Maulen-Soto; Claire Boyer; Pierre Marion (CoRR, 2025)

Large Stepsizes Accelerate Gradient Descent for Regularized Logistic Regression. - Jingfeng Wu; Pierre Marion; Peter L. Bartlett (CoRR, 2025)