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

6 citations · 7 across the 13 of their papers we have counts for

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math.NA2025

Physics-Informed Inference Time Scaling for Solving High-Dimensional PDE via Defect Correction

Zexi Fan, Yan Sun, Shihao Yang +1

Solving high-dimensional partial differential equations (PDEs) is a critical challenge where modern data-driven solvers often lack reliability and rigorous error guarantees. We int…

cs.LG2025

Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting

Jiecheng Lu, Shihao Yang

Autoregressive attention-based time series forecasting (TSF) has drawn increasing interest, with mechanisms like linear attention sometimes outperforming vanilla attention. However…