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Spatio-temporal Forecasting on Chickenpox Hungary

0.748MSEMP-SSM
0.732640.836320.941.04368Jun 16, 2024Aug 12, 2024Oct 8, 2024Dec 4, 2024Jan 30, 2025Mar 28, 2025May 24, 2025

Evaluation results

MethodLinks
MP-SSMModel Category=Ours2025.050.748
TDE-GNNModel Category=Temporal GNNs2025.050.787
CDEModel Category=Temporal GNNs2025.050.848
DynGESNModel Category=Temporal GNNs2025.050.907
HMM4GModel Category=Temporal GNNs2025.050.939
GREADModel Category=Temporal GNNs2025.050.983
GRANDModel Category=Temporal GNNs2025.051.068
RDGNN-TBackpropagation Strategy=Cumulative2024.061.097
RDGNN-TBackpropagation Strategy=Incremental2024.061.1
RDGNN-SBackpropagation Strategy=Cumulative2024.061.103
EGCN-HBackpropagation Strategy=Cumulative2024.061.104
RDGNN-IBackpropagation Strategy=Cumulative2024.061.104
RDGNN-SBackpropagation Strategy=Incremental2024.061.106
RDGNN-IBackpropagation Strategy=Incremental2024.061.11
T-GCNBackpropagation Strategy=Cumulative2024.061.111
EGCN-HBackpropagation Strategy=Incremental2024.061.113
A3T-GCNBackpropagation Strategy=Incremental2024.061.114
A3T-GCNModel Category=Temporal GNNs2025.051.114
GC-LSTMBackpropagation Strategy=Incremental2024.061.115
GC-LSTMModel Category=Temporal GNNs2025.051.115
GC-LSTMBackpropagation Strategy=Cumulative2024.061.116
MPNN LSTMBackpropagation Strategy=Cumulative2024.061.116
AGCRNBackpropagation Strategy=Incremental2024.061.116
MPNN LSTMModel Category=Temporal GNNs2025.051.116
T-GCNBackpropagation Strategy=Incremental2024.061.117
T-GCNModel Category=Temporal GNNs2025.051.117
DyGrAEBackpropagation Strategy=Cumulative2024.061.118
GConvLSTMBackpropagation Strategy=Cumulative2024.061.119
EGCN-OBackpropagation Strategy=Cumulative2024.061.119
A3T-GCNBackpropagation Strategy=Cumulative2024.061.119
DyGrAEBackpropagation Strategy=Incremental2024.061.12
AGCRNBackpropagation Strategy=Cumulative2024.061.12
AGCRNModel Category=Temporal GNNs2025.051.12
DyGrAEModel Category=Temporal GNNs2025.051.12
GConvLSTMBackpropagation Strategy=Incremental2024.061.121
DCRNNBackpropagation Strategy=Cumulative2024.061.123
DCRNNBackpropagation Strategy=Incremental2024.061.124
EGCN-OBackpropagation Strategy=Incremental2024.061.124
DCRNNModel Category=Temporal GNNs2025.051.124
EGCN-OModel Category=Temporal GNNs2025.051.124
GConvGRUBackpropagation Strategy=Incremental2024.061.128
GConvGRUModel Category=Temporal GNNs2025.051.128
MPNN LSTMBackpropagation Strategy=Incremental2024.061.129
GConvGRUBackpropagation Strategy=Cumulative2024.061.132