Does Joint-Embedding Predictive Architecture Pretraining Help Time Series Forecasting?

Yutong Feng, Bowen Liao, See Kiong Ng +1

Joint-embedding predictive architectures (JEPA) have emerged as a promising self-supervised pretraining paradigm for time series, learning representations by predicting target embe…