A Unified Contrastive-Generative Framework for Time Series Classification

Ziyu Liu, Azadeh Alavi, Minyi Li +1

Self-supervised learning (SSL) for multivariate time series mainly includes two paradigms: contrastive methods that excel at instance discrimination and generative approaches that…