Inline quality grading of commercial lithium-ion battery manufacturing via data-efficient learning and transferable assessment

DELTA enables rapid inline quality grading of commercial lithium-ion batteries using early-cycle data and limited labels, reducing dependence on long-cycle testing while maintaining transferable assessment across materials and operating conditions.