Channel-wise Retrieval for Multivariate Time Series Forecasting
Researchers have introduced a channel-wise retrieval method for multivariate time series forecasting to better capture long-range dependencies. By retrieving relevant historical data segments through a channel-specific approach, this technique improves prediction accuracy in complex datasets where traditional fixed lookback windows often fail.
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- AarXiv CS.AI↗Junhyeok Kang, Jun Seo, Soyeon Park, Sangjun Han, Seohui Bae, Hyeokjun Choe, Soonyoung Lee15h ago