Sample-efficient active learning for materials informatics using integrated posterior variance

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"People are about 10 times more likely to die in a fire if there isn't a working smoke alarm in the property," says Suzanna Amberski, head of customer and building safety at Kent Fire & Rescue Service. Her organisation alone found roughly 6,500 expired smoke alarms in Kent properties between 2022 and 2024.

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