Weizhi Quan

TimeLAVA: Learning-Agnostic Valuation for Time Series Data

Data valuation quantifies the intrinsic quality of individual samples to enable principled data curation, quality control, and robust learning. For time series in critical domains such as healthcare, finance, and industrial monitoring, effective valuation methods are essential yet fundamentally lack…