Yunyin Li

TimeCAP: A Channel-Aware Pre-Training Framework for Multivariate Time Series Forecasting

Amid recent advances for multivariate time series forecasting, self-supervised learning has emerged as a promising paradigm for deriving transferable knowledge from multi-domain data. Despite its effectiveness, existing approaches exhibit two critical limitations: (1) Underestimating the significanc