Learning Time-Series Representations by Hierarchical Uniformity-Tolerance Latent Balancing

Amin Jalali, Milad Soltany, Michael Greenspan +1

We propose TimeHUT, a novel method for learning time-series representations by hierarchical uniformity-tolerance balancing of contrastive representations. Our method uses two disti…