DMLR: Data-centric Machine Learning Research - Past, Present and Future

Published: 29 Apr 2024, Last Modified: 29 Apr 2024Accepted by DMLREveryoneRevisionsBibTeX
Abstract: Drawing from discussions at the inaugural DMLR workshop at ICML 2023 and meetings prior, in this report we outline the relevance of community engagement and infrastructure development for the creation of next-generation public datasets that will advance machine learning science. We chart a path forward as a collective effort to sustain the creation and maintenance of these datasets and methods towards positive scientific, societal and business impact.
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Keywords: DMLR, data-centric, datasets, data curation, benchmarks, machine learning
Assigned Action Editor: ~Hongyang_Zhang1
Submission Number: 16