Publication:

・ Manuel Gloeckler*, Shoji Toyota*, Kenji Fukumizu, Jakob H Macke (*Equal Contributions) (2025)

Compositional Simulation-based Inference for Time Series,

International Conference on Learning Representations 13 (ICLR 2025).

・ 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 Pei, Rachel Rapp, A Erdem Sağtekin, Cornelius Schröder, Auguste Schulz*, Zinovia Stefanidi, Shoji Toyota, Linda Ulmer, Julius Vetter (* Co-organizers, † Corresponding authors) (2024)

A Practical Guide to Statistical Distances for Evaluating Generative Models in Science,

Transaction of Machine Learning Research (TMLR).

・ S. Toyota and K. Fukumizu (2024)

Out-of-Distribution Optimality of Invariant Risk Minimization,

Transaction of Machine Learning Research (TMLR).

・ S. Toyota and K. Fukumizu (2022)

Invariance Learning based on Label Hierarchy,

Advances in Neural Information and Processing Systems 36 (NeurIPS 2022).

Preprint:

・ S. Toyota (2020)

Geometry of Arimoto Algorithm,

Information Geometry.

​Preprint:

Preprint: