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stat.ML2025

Data-Efficient Kernel Methods for Learning Differential Equations and Their Solution Operators: Algorithms and Error Analysis

Yasamin Jalalian, Juan Felipe Osorio Ramirez, Alexander Hsu +2

We introduce a novel kernel-based framework for learning differential equations and their solution maps that is efficient in data requirements, in terms of solution examples and am…