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Shikha Surana

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#machine learning Preprint Sep 2026

ALF: An Active Learning Framework for Scientific Discovery

Machine learning for scientific discovery is almost systematically data bound. Producing relevant high quality data, under budget constraints, is amongst the most promising ways to advance the field. Active learning (AL) offers promise wherever labelling requires expensive experiment, measurement, or simulation. Most e...

Shikha Surana, Alex Hawkins-Hooker, Olivia Gallup et al. · 0 citations