Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency

Xiang Zhang, Ziyuan Zhao, Theodoros Tsiligkaridis +1

Pre-training on time series poses a unique challenge due to the potential mismatch between pre-training and target domains, such as shifts in temporal dynamics, fast-evolving trend…