TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling

Time series pre-training has recently garnered wide attention for its potential to reduce labeling expenses and benefit various downstream tasks. Prior methods are mainly based on pre-training techniques well-acknowledged in vision or language, such as masked modeling and contrastive learning. Howev...

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Hauptverfasser: Dong, Jiaxiang, Wu, Haixu, Wang, Yuxuan, Qiu, Yunzhong, Zhang, Li, Wang, Jianmin, Long, Mingsheng
Format: Artikel
Sprache:eng
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