Publications

You can also find my articles on my Google Scholar profile.

Diffusion posterior sampling for simulation-based inference in tall data settings
Julia Linhart, Gabriel Victorino Cardoso, Alexandre Gramfort, Sylvain Le Corff, Pedro L. C. Rodrigues
Preprint
paper, code

L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference
Julia Linhart, Alexandre Gramfort, Pedro L. C. Rodrigues
In Advances in Neural Information Processing Systems (NeurIPS 2023)
paper, code, tutorial

Validation Diagnostics for SBI algorithms based on Normalizing Flows
Julia Linhart, Alexandre Gramfort, Pedro L. C. Rodrigues
Machine Learning for Physical Sciences Workshop (ML4PS, NeurIPS 2022)
paper

Neural Posterior Estimation of hierarchical models in neuroscience
Julia Linhart, Pedro L. C. Rodrigues, Thomas Moreau, Gilles Louppe, Alexandre Gramfort
In colloque GRETSI 2022
paper