CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations

Jules Berman; Benjamin Peherstorfer

2024 ICML ICML 2024

CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations

Abstract

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Authors

Jules Berman, Benjamin Peherstorfer

Topics

Machine Learning > Optimization & Theory > Neural Network Optimization Machine Learning > Application Areas > Efficient Computing Deep Learning > Learning Types > Representation Learning

Keywords

partial differential equation parameterized continuous low-rank adaptation galerkin-optimal approximations implicit neural modeling orders of magnitude faster

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