Numerous deep learning architectures have been developed to accommodate the diversity of time-series datasets across different domains. In this article, we survey common encoder and decoder designs ...

Why It Matters: Sales forecasting and predictive analytics need live data, not weekly reports. Implement interoperability and API-first designs.

Researchers in China conceived a new PV forecasting approach that integrates causal convolution, recurrent structures, attention mechanisms, and the Kolmogorov–Arnold Network (KAN). Experimental ...

Environmental scientists are increasingly using enormous artificial intelligence models to make predictions about changes in ...