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20232026
most citedCoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations

3 citations · 5 across the 8 of their papers we have counts for

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stat.ML2024

Parametric model reduction of mean-field and stochastic systems via higher-order action matching

Jules Berman, Tobias Blickhan, Benjamin Peherstorfer

The aim of this work is to learn models of population dynamics of physical systems that feature stochastic and mean-field effects and that depend on physics parameters. The learned…

cs.LG2024★ 3 cited

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

Jules Berman, Benjamin Peherstorfer

This work introduces reduced models based on Continuous Low Rank Adaptation (CoLoRA) that pre-train neural networks for a given partial differential equation and then continuously…