| CPC |
Representation Learning with Contrastive Predictive Coding |
InfoNCE loss |
|
Unsupervised Scalable Representation Learning for Multivariate Time Series |
Triplet loss |
| TNC |
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding |
|
| TS2Vec |
TS2Vec: Towards Universal Representation of Time Series |
Temporal contrastive loss /Instance-wise contrastive loss |
| TS-TCC |
Time-Series Representation Learning via Temporal and Contextual Contrasting |
Temporal contrastive loss/Contextual contrastive loss |
| CoST |
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting |
Time domain contrastive loss/Frequency domain contrastive loss |