Scaling Time Series Classification via XAI-Driven Data Reduction

Davide Italo Serramazza, Thach Le Nguyen, Georgiana Ifrim

Explainable AI (XAI) for time series has seen significant algorithmic growth, but its utility in providing measurable performance gains for downstream tasks remains under-explored.…