Abeer Mostafa

Asymmetric temporal dynamics and expanded receptive fields are unlocked in spatio-temporal graph forecasting by a unified spectral operator on cellular sheaves.

Ditch the global alignment: ST-Sheaf GNN learns dynamic, localized information flow for spatio-temporal forecasting, outperforming state-of-the-art methods by explicitly modeling latent local structure.