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Building informative materials datasets beyond targeted objectives

cond-mat.mtrl-sci · 2026-05-06 · unverdicted · novelty 5.0

A diversity-aware selection framework builds materials datasets that improve prediction performance on both targeted (up to 25% gain) and untargeted properties (up to 10% gain) compared to random or non-diverse sampling in noisy experimental settings.

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  • Building informative materials datasets beyond targeted objectives cond-mat.mtrl-sci · 2026-05-06 · unverdicted · none · ref 43

    A diversity-aware selection framework builds materials datasets that improve prediction performance on both targeted (up to 25% gain) and untargeted properties (up to 10% gain) compared to random or non-diverse sampling in noisy experimental settings.