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stat.ML2025
Gaussian Process Priors for Boundary Value Problems of Linear Partial Differential Equations
Jianlei Huang, Marc Härkönen, Markus Lange-Hegermann +1
Working with systems of partial differential equations (PDEs) is a fundamental task in computational science. Well-posed systems are addressed by numerical solvers or neural operat…
stat.ML2025
Gaussian Process Regression for Inverse Problems in Linear PDEs
Xin Li, Markus Lange-Hegermann, Bogdan RaiÅ£Ä
This paper introduces a computationally efficient algorithm in system theory for solving inverse problems governed by linear partial differential equations (PDEs). We model solutio…