Geometry of Arimoto Algorithm. - Shoji Toyota (CoRR, 2019)

Invariance Learning based on Label Hierarchy. - Shoji Toyota; Kenji Fukumizu (NeurIPS, 2022)

A Practical Guide to Statistical Distances for Evaluating Generative Models in Science. - Sebastian Bischoff 001; Alana Darcher; Michael Deistler; Richard Gao; Franziska Gerken; Manuel Glöckler; Lisa Haxel; Jaivardhan Kapoor; Janne K. Lappalainen; Jakob H. Macke; Guy Moss 001; Matthijs Pals; et al. (CoRR, 2024)

A Practical Guide to Sample-based Statistical Distances for Evaluating Generative Models in Science. - Sebastian Bischoff 001; Alana Darcher; Michael Deistler; Richard Gao; Franziska Gerken; Manuel Glöckler; Lisa Haxel; Jaivardhan Kapoor; Janne K. Lappalainen; Jakob H. Macke; Guy Moss 001; Matthijs Pals; et al. (Trans. Mach. Learn. Res., 2024)

Out-of-Distribution Optimality of Invariant Risk Minimization. - Shoji Toyota; Kenji Fukumizu (Trans. Mach. Learn. Res., 2024)

Compositional simulation-based inference for time series. - Manuel Glöckler; Shoji Toyota; Kenji Fukumizu; Jakob H. Macke (ICLR, 2025)