Search Results for author: Niels van der Heijden

Found 4 papers, 1 papers with code

Green AI in Action: Strategic Model Selection for Ensembles in Production

no code implementations21 May 2024 Nienke Nijkamp, June Sallou, Niels van der Heijden, Luís Cruz

This method decreased the average energy usage of the Static strategy from approximately 62\% to 14\%, and for the Dynamic strategy, from around 76\% to 57\%.

Ensemble Learning Model Selection

FewShotTextGCN: K-hop neighborhood regularization for few-shot learning on graphs

no code implementations25 Jan 2023 Niels van der Heijden, Ekaterina Shutova, Helen Yannakoudakis

We present FewShotTextGCN, a novel method designed to effectively utilize the properties of word-document graphs for improved learning in low-resource settings.

Document Classification Few-Shot Learning +2

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