Denoising-Aware Contrastive Learning for Noisy Time Series

Shuang Zhou, Daochen Zha, Xiao Shen +3

Time series self-supervised learning (SSL) aims to exploit unlabeled data for pre-training to mitigate the reliance on labels. Despite the great success in recent years, there is l…