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20232026
most citedCATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables

6 citations · 6 across the 5 of their papers we have counts for

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cs.LG2026

ZeroS: Zero-Sum Linear Attention for Efficient Transformers

Jiecheng Lu, Xu Han, Yan Sun +4

Linear attention methods offer Transformers complexity but typically underperform standard softmax attention. We identify two fundamental limitations affecting these approac…

cs.LG2024

WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting

Jiecheng Lu, Xu Han, Yan Sun +1

We propose a Weighted Autoregressive Varying gatE (WAVE) attention mechanism equipped with both Autoregressive (AR) and Moving-average (MA) components. It can adapt to various atte…