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arXiv (Cornell University)
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting
2025
Spatio-temporal time series (STTS) have been widely used in many applications. However, accurately forecasting STTS is challenging due to complex dynamic correlations in both time and space dimensions. Existing graph neural networks struggle to balance effect…
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Dynamic Html

Coding interactive or animated websites

Dynamic HTML , or DHTML , is a term which was used by some browser vendors to describe the combination of HTML, style sheets and client-side scripts (JavaScript, VBScript, or any other supported scripts) that enabled the creation of interactive and animated documents. The application of DHTML was introduced by Microsoft with the release of Internet Explorer 4 in 1997.

DHTML allows scripting languages to change variables in a web page's definition language, which in turn affect the look and function of otherwise "static" HTML page content after the page has been fully loaded and during the viewing process.

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arXiv (Cornell University)
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting
2025
Spatio-temporal time series (STTS) have been widely used in many applications. However, accurately forecasting STTS is challenging due to complex dynamic correlations in both time and space dimensions. Existing graph neural networks struggle to balance effectiveness and efficiency in modeling dynamic spatio-temporal relations. To address this problem, we propose the Dynamic Spatio-Temporal Stiefel Graph Neural Network (DST-SGNN) to efficiently process STTS. For DST-SGNN, we first introduce the novel Stiefel Graph …
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