Joaquin Vanschoren
4 papers in the PaperMetrix corpus
Papers by this author
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Sharing rapidminer workows and experiments with OpenML
2015
OpenML is an online, collaborative environment for machine learning where researchers and practitioners can share datasets, workflows and experiments. While it is integrated in several machine learning environments, it was not yet integrated into environments …
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Transformational machine learning: Learning how to learn from many related scientific problems
2021 · Proceedings of the National Academy of Sciences
Almost all machine learning (ML) is based on representing examples using intrinsic features. When there are multiple related ML problems (tasks), it is possible to transform these features into extrinsic features by first training ML …
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Automatic Combination of Sample Selection Strategies for Few-Shot Learning
2026
In few-shot learning, the selection of samples has a significant impact on the performance of the model.While effective sample selection strategies are well-established in supervised settings, research on large language models largely overlooks them, favouring …
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Towards efficient AutoML: a pipeline synthesis approach leveraging pre-trained transformers for multimodal data
2024 · Machine Learning
Abstract This paper introduces an Automated Machine Learning (AutoML) framework specifically designed to efficiently synthesize end-to-end multimodal machine learning pipelines. Traditional reliance on the computationally demanding Neural Architecture Search is minimized through the strategic integration …