Deistler, Michael

12 publications

NeurIPS 2025 A Data and Task-Constrained Mechanistic Model of the Mouse Outer Retina Shows Robustness to Contrast Variations Kyra L. Kadhim, Jonas Beck, Ziwei Huang, Jakob H. Macke, Fred Rieke, Thomas Euler, Michael Deistler, Philipp Berens

NeurIPS 2025 Identifying Multi-Compartment Hodgkin-Huxley Models with High-Density Extracellular Voltage Recordings Ian Christopher Tanoh, Michael Deistler, Jakob H. Macke, Scott Linderman

TMLR 2024 A Practical Guide to Sample-Based Statistical Distances for Evaluating Generative Models in Science Sebastian Bischoff, Alana Darcher, Michael Deistler, Richard Gao, Franziska Gerken, Manuel Gloeckler, Lisa Haxel, Jaivardhan Kapoor, Janne K Lappalainen, Jakob H. Macke, Guy Moss, Matthijs Pals, Felix C Pei, Rachel Rapp, A Erdem Sağtekin, Cornelius Schröder, Auguste Schulz, Zinovia Stefanidi, Shoji Toyota, Linda Ulmer, Julius Vetter

ICML 2024 All-in-One Simulation-Based Inference Manuel Gloeckler, Michael Deistler, Christian Dietrich Weilbach, Frank Wood, Jakob H. Macke

TMLR 2024 Amortized Bayesian Decision Making for Simulation-Based Models Mila Gorecki, Jakob H. Macke, Michael Deistler

ICML 2024 Diffusion Tempering Improves Parameter Estimation with Probabilistic Integrators for Ordinary Differential Equations Jonas Beck, Nathanael Bosch, Michael Deistler, Kyra L. Kadhim, Jakob H. Macke, Philipp Hennig, Philipp Berens

ICML 2023 Adversarial Robustness of Amortized Bayesian Inference Manuel Gloeckler, Michael Deistler, Jakob H. Macke

NeurIPS 2023 Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation Richard Gao, Michael Deistler, Jakob H Macke

NeurIPS 2022 Efficient Identification of Informative Features in Simulation-Based Inference Jonas Beck, Michael Deistler, Yves Bernaerts, Jakob H Macke, Philipp Berens

ICLR 2022 Group Equivariant Neural Posterior Estimation Maximilian Dax, Stephen R Green, Jonathan Gair, Michael Deistler, Bernhard Schölkopf, Jakob H. Macke

NeurIPS 2022 Truncated Proposals for Scalable and Hassle-Free Simulation-Based Inference Michael Deistler, Pedro J Goncalves, Jakob H Macke

ICLR 2022 Variational Methods for Simulation-Based Inference Manuel Glöckler, Michael Deistler, Jakob H. Macke