Irreversible Langevin MCMC on Lie Groups. - Alexis Arnaudon; Alessandro Barp; So Takao (GSI, 2019)

Implications of Kunita-Itô-Wentzell Formula for k-Forms in Stochastic Fluid Dynamics. - Aythami Bethencourt de Léon; Darryl D. Holm; Erwin Luesink; So Takao (J. Nonlinear Sci., 2020)

Vector-valued Gaussian Processes on Riemannian Manifolds via Gauge Independent Projected Kernels. - Michael J. Hutchinson; Alexander Terenin; Viacheslav Borovitskiy; So Takao; Yee Whye Teh; Marc Peter Deisenroth (NeurIPS, 2021)

Vector-valued Gaussian Processes on Riemannian Manifolds via Gauge Equivariant Projected Kernels. - Michael J. Hutchinson; Alexander Terenin; Viacheslav Borovitskiy; So Takao; Yee Whye Teh; Marc Peter Deisenroth (CoRR, 2021)

Iterative State Estimation in Non-linear Dynamical Systems Using Approximate Expectation Propagation. - Sanket Kamthe; So Takao; Shakir Mohamed; Marc Peter Deisenroth (Trans. Mach. Learn. Res., 2022)

Actually Sparse Variational Gaussian Processes. - Harry Jake Cunningham; Daniel Augusto de Souza; So Takao; Mark van der Wilk; Marc Peter Deisenroth (AISTATS, 2023)

Short-term Prediction and Filtering of Solar Power Using State-Space Gaussian Processes. - Sean Nassimiha; Peter Dudfield; Jack Kelly; Marc Peter Deisenroth; So Takao (CoRR, 2023)

Gaussian Processes on Cellular Complexes. - Mathieu Alain; So Takao; Brooks Paige; Marc Peter Deisenroth (ICML, 2024)

Iterated INLA for State and Parameter Estimation in Nonlinear Dynamical Systems. - Rafael Anderka; Marc Peter Deisenroth; So Takao (UAI, 2024)

Scalable Data Assimilation with Message Passing. - Oscar Key; So Takao; Daniel Giles; Marc Peter Deisenroth (CoRR, 2024)

Graph Classification Gaussian Processes via Hodgelet Spectral Features. - Mathieu Alain; So Takao; Xiaowen Dong 001; Bastian Rieck; Emmanuel Noutahi (CoRR, 2024)

Deep Random Features for Scalable Interpolation of Spatiotemporal Data. - Weibin Chen; Azhir Mahmood; Michel Tsamados; So Takao (ICLR, 2025)

Graph and Simplicial Complex Prediction Gaussian Process via the Hodgelet Representations. - Mathieu Alain; So Takao; Xiaowen Dong 001; Bastian Rieck; Emmanuel Noutahi (CoRR, 2025)