Physics-Informed Variational State-Space Gaussian ProcessesNeural Information Processing Systems (NeurIPS), 2024 |
Parallel-in-Time Probabilistic Numerical ODE SolversJournal of machine learning research (JMLR), 2023 |
Data-Adaptive Probabilistic Likelihood Approximation for Ordinary
Differential EquationsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
Probabilistic Exponential IntegratorsNeural Information Processing Systems (NeurIPS), 2023 |
Fenrir: Physics-Enhanced Regression for Initial Value ProblemsInternational Conference on Machine Learning (ICML), 2022 |
Probabilistic Numerical Method of Lines for Time-Dependent Partial
Differential EquationsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
Probabilistic ODE Solutions in Millions of DimensionsInternational Conference on Machine Learning (ICML), 2021 |
Pick-and-Mix Information Operators for Probabilistic ODE SolversInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |