IEEE

Spatiotemporal Water Quality Prediction Using Graph Neural Networks Based on Diffusion Decay Partial Differential Equations

Abstract: Complex environmental geographical spaces exhibit characteristics such as nonlinearity, multiscale nature, and uncertainty, representing typical spatiotemporal dynamic systems. With the ...

New asphalt could make potholes extinct

Once enough cars have sped over these fissures, chunks begin breaking off to create those infamous potholes that pop tires ...

Simulations hint at new strongly correlated states of matter in ultracold polar molecules

Bose-Einstein condensates (BECs) are fascinating states of matter that emerge when atoms or molecules are cooled to extremely ...
IEEE

Improved Modeling and Generalization Capabilities of Graph Neural Networks With Legendre Polynomials

Abstract: LegendreNet is a novel graph neural network (GNNs) model that addresses stability issues present in traditional GNN models such as ChebNet, while also more effectively capturing higher-order ...