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Spatio-temporal Forecasting on Wikipedia Math

0.509MSEMP-SSM
0.493160.600080.7070.81392Jun 16, 2024Aug 12, 2024Oct 8, 2024Dec 4, 2024Jan 30, 2025Mar 28, 2025May 24, 2025
Updated 5mo ago

Evaluation results

MethodLinks
MP-SSMModel Category=Ours2025.050.509
HMM4GModel Category=Temporal GNNs2025.050.542
TDE-GNNModel Category=Temporal GNNs2025.050.565
RDGNN-TBackpropagation Strategy=Incremental2024.060.579
RDGNN-TBackpropagation Strategy=Cumulative2024.060.586
DynGESNModel Category=Temporal GNNs2025.050.61
RDGNN-SBackpropagation Strategy=Incremental2024.060.612
RDGNN-IBackpropagation Strategy=Incremental2024.060.621
RDGNN-SBackpropagation Strategy=Cumulative2024.060.623
GConvGRUBackpropagation Strategy=Incremental2024.060.657
GConvGRUModel Category=Temporal GNNs2025.050.657
RDGNN-IBackpropagation Strategy=Cumulative2024.060.674
DCRNNBackpropagation Strategy=Incremental2024.060.679
DCRNNModel Category=Temporal GNNs2025.050.679
CDEModel Category=Temporal GNNs2025.050.694
GREADModel Category=Temporal GNNs2025.050.704
EGCN-OBackpropagation Strategy=Incremental2024.060.75
EGCN-OModel Category=Temporal GNNs2025.050.75
T-GCNBackpropagation Strategy=Incremental2024.060.764
T-GCNModel Category=Temporal GNNs2025.050.764
DyGrAEBackpropagation Strategy=Incremental2024.060.773
DyGrAEModel Category=Temporal GNNs2025.050.773
EGCN-HBackpropagation Strategy=Incremental2024.060.775
GConvLSTMBackpropagation Strategy=Incremental2024.060.777
GC-LSTMBackpropagation Strategy=Incremental2024.060.779
GC-LSTMModel Category=Temporal GNNs2025.050.779
A3T-GCNBackpropagation Strategy=Incremental2024.060.781
A3T-GCNModel Category=Temporal GNNs2025.050.781
AGCRNBackpropagation Strategy=Incremental2024.060.788
AGCRNModel Category=Temporal GNNs2025.050.788
MPNN LSTMBackpropagation Strategy=Incremental2024.060.795
MPNN LSTMModel Category=Temporal GNNs2025.050.795
GRANDModel Category=Temporal GNNs2025.050.798
DCRNNBackpropagation Strategy=Cumulative2024.060.803
DyGrAEBackpropagation Strategy=Cumulative2024.060.816
EGCN-OBackpropagation Strategy=Cumulative2024.060.823
AGCRNBackpropagation Strategy=Cumulative2024.060.832
GConvGRUBackpropagation Strategy=Cumulative2024.060.837
T-GCNBackpropagation Strategy=Cumulative2024.060.846
GC-LSTMBackpropagation Strategy=Cumulative2024.060.852
EGCN-HBackpropagation Strategy=Cumulative2024.060.857
GConvLSTMBackpropagation Strategy=Cumulative2024.060.868
A3T-GCNBackpropagation Strategy=Cumulative2024.060.872
MPNN LSTMBackpropagation Strategy=Cumulative2024.060.905