47 citations · 96 across the 10 of their papers we have counts for
Showing 2023 · cs.LGShow all
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cs.LG2023★ 18 cited
Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting
Yifan Zhang, Rui Wu, Sergiu M. Dascalu +1
Transformers have achieved remarkable performance in multivariate time series(MTS) forecasting due to their capability to capture long-term dependencies. However, the canonical att…
cs.LG2023★ 47 cited
Multi-scale Transformer Pyramid Networks for Multivariate Time Series Forecasting
Yifan Zhang, Rui Wu, Sergiu M. Dascalu +1
Multivariate Time Series (MTS) forecasting involves modeling temporal dependencies within historical records. Transformers have demonstrated remarkable performance in MTS forecasti…