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Spatio-temporal Forecasting on PedalMe London

0.647MSEMP-SSM
0.595120.945311.29551.64569Jun 16, 2024Aug 12, 2024Oct 8, 2024Dec 4, 2024Jan 30, 2025Mar 28, 2025May 24, 2025

Evaluation results

MethodLinks
MP-SSMModel Category=Ours2025.050.647
TDE-GNNModel Category=Temporal GNNs2025.050.714
RDGNN-TBackpropagation Strategy=Cumulative2024.060.791
RDGNN-TBackpropagation Strategy=Incremental2024.060.805
CDEModel Category=Temporal GNNs2025.050.81
RDGNN-SBackpropagation Strategy=Incremental2024.061.202
RDGNN-IBackpropagation Strategy=Incremental2024.061.271
RDGNN-SBackpropagation Strategy=Cumulative2024.061.278
GREADModel Category=Temporal GNNs2025.051.291
RDGNN-IBackpropagation Strategy=Cumulative2024.061.31
EGCN-OBackpropagation Strategy=Cumulative2024.061.43
GConvLSTMBackpropagation Strategy=Cumulative2024.061.433
EGCN-HBackpropagation Strategy=Cumulative2024.061.436
GConvLSTMBackpropagation Strategy=Incremental2024.061.442
DCRNNBackpropagation Strategy=Cumulative2024.061.45
GC-LSTMBackpropagation Strategy=Incremental2024.061.455
AGCRNBackpropagation Strategy=Incremental2024.061.455
DyGrAEModel Category=Temporal GNNs2025.051.455
GC-LSTMModel Category=Temporal GNNs2025.051.455
DyGrAEBackpropagation Strategy=Cumulative2024.061.456
MPNN LSTMBackpropagation Strategy=Cumulative2024.061.458
DCRNNBackpropagation Strategy=Incremental2024.061.463
DCRNNModel Category=Temporal GNNs2025.051.463
AGCRNBackpropagation Strategy=Cumulative2024.061.465
DyGrAEBackpropagation Strategy=Incremental2024.061.467
GC-LSTMBackpropagation Strategy=Cumulative2024.061.468
EGCN-OBackpropagation Strategy=Incremental2024.061.469
MPNN LSTMBackpropagation Strategy=Incremental2024.061.469
A3T-GCNModel Category=Temporal GNNs2025.051.469
AGCRNModel Category=Temporal GNNs2025.051.469
A3T-GCNBackpropagation Strategy=Cumulative2024.061.475
A3T-GCNBackpropagation Strategy=Incremental2024.061.479
T-GCNModel Category=Temporal GNNs2025.051.479
T-GCNBackpropagation Strategy=Cumulative2024.061.481
T-GCNBackpropagation Strategy=Incremental2024.061.485
MPNN LSTMModel Category=Temporal GNNs2025.051.485
EGCN-HBackpropagation Strategy=Incremental2024.061.491
EGCN-OModel Category=Temporal GNNs2025.051.491
DynGESNModel Category=Temporal GNNs2025.051.528
GRANDModel Category=Temporal GNNs2025.051.557
GConvGRUBackpropagation Strategy=Incremental2024.061.622
GConvGRUModel Category=Temporal GNNs2025.051.622
HMM4GModel Category=Temporal GNNs2025.051.769
GConvGRUBackpropagation Strategy=Cumulative2024.061.944