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probabilistic numerics

9 papers

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Co-occurring keywords

ordinary differential equation (139) bayesian inference (1907) probabilistic numerical method (9) uncertainty quantification (1393) differential equation (56) numerical integration (40) adaptive batch (1) integration error (5) active exploration (21) kronecker structure (2)

Papers

Probabilistic ODE solvers for integration error-aware numerical optimal control L4DC 2024
Adaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach AISTATS 2024
Fenrir: Physics-Enhanced Regression for Initial Value Problems ICML 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Probabilistic ODE Solutions in Millions of Dimensions ICML 2022
A Probabilistic State Space Model for Joint Inference from Differential Equations and Data NIPS 2021
Bayesian Quadrature on Riemannian Data Manifolds ICML 2021
Black Box Probabilistic Numerics NIPS 2021
Probabilistic ODE Solvers with Runge-Kutta Means NIPS 2014