sbi reloaded: a toolkit for simulation-based inference workflows

Authors: Boelts, Jan, Deistler, Michael, Gloeckler, Manuel, Tejero-Cantero, Álvaro, Lueckmann, Jan-Matthis, Moss, Guy, Steinbach, Peter, Moreau, Thomas, Muratore, Fabio, Linhart, Julia, Durkan, Conor, Vetter, Julius, Miller, Benjamin Kurt, Herold, Maternus, Ziaeemehr, Abolfazl, Pals, Matthijs, Gruner, Theo, Bischoff, Sebastian, Krouglova, Nastya, Gao, Richard, Lappalainen, Janne K., Mucsányi, Bálint, Pei, Felix, Schulz, Auguste, Stefanidi, Zinovia, Rodrigues, Pedro, Schröder, Cornelius, Zaid, Faried Abu, Beck, Jonas, Kapoor, Jaivardhan, Greenberg, David S., Gonçalves, Pedro J., Macke, Jakob H.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2411.17337

When Knockoffs fail: diagnosing and fixing non-exchangeability of Knockoffs

Authors: Blain, Alexandre, Thirion, Bertrand, Linhart, Julia, Neuvial, Pierre

Subject Terms: Statistics - Methodology

Access URL: http://arxiv.org/abs/2407.06892

Diffusion posterior sampling for simulation-based inference in tall data settings

Authors: Linhart, Julia, Cardoso, Gabriel Victorino, Gramfort, Alexandre, Corff, Sylvain Le, Rodrigues, Pedro L. C.

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Statistics - Methodology

Access URL: http://arxiv.org/abs/2404.07593

L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference

Authors: Linhart, Julia, Gramfort, Alexandre, Rodrigues, Pedro L. C.

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2306.03580

Validation Diagnostics for SBI algorithms based on Normalizing Flows

Authors: Linhart, Julia, Gramfort, Alexandre, Rodrigues, Pedro L. C.

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Quantitative Biology - Quantitative Methods

Access URL: http://arxiv.org/abs/2211.09602

Inhalationsanästhetika. (German)

Alternate Title: Inhalational anesthetics. (English)

Authors: Jedlicka, Jan, Groene, Philipp, Linhart, Julia, Raith, Elisabeth, Mustapha, Davy, Conzen, Peter

Source: Der Anaesthesist; Apr2021, Vol. 70 Issue 4, p343-355, 13p