Network Intelligence Research Center (NIRC)
May 13, 2023 · Artificial Intelligence
A Quick Survey of Recent Time Series Representation Learning Papers
This article reviews the importance and challenges of time‑series data, then summarizes recent contrastive‑learning approaches (TS2Vec, TF‑C) and mask‑reconstruction methods (PatchTST), highlighting their designs, key mechanisms, and future research directions.
PatchTSTTS2Veccontrastive learning
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