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diversity-aware active learning

technology1 mentionslast seen Oct 21, 2026

Dataset construction framework that combines predictive disagreement with diversity in material features and predicted outcomes.

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Non-dominated Sorting Genetic Algorithm IIdepends ondiversity-aware active learning88% confidence1 source
diversity-aware active learningapplies tomaterials discovery80% confidence1 source

diversity-aware active learning

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diversity-aware active learningapplies tomaterials discovery

80% confidence1 supporting mentions

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preprintarXivOct 17, 2026Diversity-Aware Active Learning Builds Materials Datasets for Current and Future Objectives
diversity-aware acquisition framework provides a practical route to building materials datasets with unbiased quality entries and mitigating cold-start limitations in subsequent modeling and discovery campaigns