Fabrizio Granelli

Hybrid spatial-temporal graph neural network Powered NDTs:Towards Next-Gen Smart Infrastructure Twins

This work proposes a novel Hybrid Spatial-Temporal Graph Neural Network (HSTGNN) architecture that combines three complementary message-passing paradigms: local neighborhood aggregation, spectral filtering, and learnable attention-based weighting and achieves superior performance when benchmarked against other approach...