Improving Time Series Encoding with Noise-Aware Self-Supervised Learning and an Efficient Encoder

Duy A. Nguyen, Trang H. Tran, Huy Hieu Pham +2

In this work, we investigate the time series representation learning problem using self-supervised techniques. Contrastive learning is well-known in this area as it is a powerful m…