Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting

NeurIPSSpotlight2025

Authors
Yuxuan Yang, Dalin Zhang, Yuxuan Liang, Hua Lu, Gang Chen, Huan Li
Venue
NeurIPS 2025
Track
Spotlight

TL;DR

Time Series Forecasting (TSF) is a crucial task in various domains, yet existing TSF models rely heavily on high-quality data and insufficiently exploit all available data…

Opening excerpt from the authors’ abstract. source

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Topics

self-supervised time series

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