Nature

Federated spatial-temporal traffic forecasting with VMD-enhanced graph attention and LSTM

Accurate spatiotemporal demand forecasting in distributed environments is challenging because of data heterogeneity, non-stationarity across clients, and privacy constraints. Traditional federated ...
Nature

Simulation of long-term spatio-temporal environmental dynamics using a unified benchmark of neighbor augmenting, LSTM and graph attention models

We acknowledge Sunway University, Malaysia for the provision of resources through grant number GRTIN-RAG (02)-JSC-01-2024.We also thank DecisionSigma Company for providing the HPC laptop used in this ...