Szu-Yu Chen

DISTILLING TIME SERIES FOUNDATION MODELS FOR EFFICIENT FORECASTING

Time Series foundation models (TSFMs) deliver strong forecasting performance through large-scale pretraining, but their large parameter sizes make deployment costly. While knowledge distillation offers a natural and effective approach for model compression, techniques developed for general machine l…