Spatio-temporal Forecasting on PedalMe London
0.647MSEMP-SSM
Evaluation Results
| Method | Links | |
|---|---|---|
| MP-SSMModel Category=Ours2025.05 | 0.647 | |
| TDE-GNNModel Category=Temporal GNNs2025.05 | 0.714 | |
| RDGNN-TBackpropagation Strategy=Cumulative2024.06 | 0.791 | |
| RDGNN-TBackpropagation Strategy=Incremental2024.06 | 0.805 | |
| CDEModel Category=Temporal GNNs2025.05 | 0.81 | |
| RDGNN-SBackpropagation Strategy=Incremental2024.06 | 1.202 | |
| RDGNN-IBackpropagation Strategy=Incremental2024.06 | 1.271 | |
| RDGNN-SBackpropagation Strategy=Cumulative2024.06 | 1.278 | |
| GREADModel Category=Temporal GNNs2025.05 | 1.291 | |
| RDGNN-IBackpropagation Strategy=Cumulative2024.06 | 1.31 | |
| EGCN-OBackpropagation Strategy=Cumulative2024.06 | 1.43 | |
| GConvLSTMBackpropagation Strategy=Cumulative2024.06 | 1.433 | |
| EGCN-HBackpropagation Strategy=Cumulative2024.06 | 1.436 | |
| GConvLSTMBackpropagation Strategy=Incremental2024.06 | 1.442 | |
| DCRNNBackpropagation Strategy=Cumulative2024.06 | 1.45 | |
| GC-LSTMBackpropagation Strategy=Incremental2024.06 | 1.455 | |
| AGCRNBackpropagation Strategy=Incremental2024.06 | 1.455 | |
| DyGrAEModel Category=Temporal GNNs2025.05 | 1.455 | |
| GC-LSTMModel Category=Temporal GNNs2025.05 | 1.455 | |
| DyGrAEBackpropagation Strategy=Cumulative2024.06 | 1.456 | |
| MPNN LSTMBackpropagation Strategy=Cumulative2024.06 | 1.458 | |
| DCRNNBackpropagation Strategy=Incremental2024.06 | 1.463 | |
| DCRNNModel Category=Temporal GNNs2025.05 | 1.463 | |
| AGCRNBackpropagation Strategy=Cumulative2024.06 | 1.465 | |
| DyGrAEBackpropagation Strategy=Incremental2024.06 | 1.467 | |
| GC-LSTMBackpropagation Strategy=Cumulative2024.06 | 1.468 | |
| EGCN-OBackpropagation Strategy=Incremental2024.06 | 1.469 | |
| MPNN LSTMBackpropagation Strategy=Incremental2024.06 | 1.469 | |
| A3T-GCNModel Category=Temporal GNNs2025.05 | 1.469 | |
| AGCRNModel Category=Temporal GNNs2025.05 | 1.469 | |
| A3T-GCNBackpropagation Strategy=Cumulative2024.06 | 1.475 | |
| A3T-GCNBackpropagation Strategy=Incremental2024.06 | 1.479 | |
| T-GCNModel Category=Temporal GNNs2025.05 | 1.479 | |
| T-GCNBackpropagation Strategy=Cumulative2024.06 | 1.481 | |
| T-GCNBackpropagation Strategy=Incremental2024.06 | 1.485 | |
| MPNN LSTMModel Category=Temporal GNNs2025.05 | 1.485 | |
| EGCN-HBackpropagation Strategy=Incremental2024.06 | 1.491 | |
| EGCN-OModel Category=Temporal GNNs2025.05 | 1.491 | |
| DynGESNModel Category=Temporal GNNs2025.05 | 1.528 | |
| GRANDModel Category=Temporal GNNs2025.05 | 1.557 | |
| GConvGRUBackpropagation Strategy=Incremental2024.06 | 1.622 | |
| GConvGRUModel Category=Temporal GNNs2025.05 | 1.622 | |
| HMM4GModel Category=Temporal GNNs2025.05 | 1.769 | |
| GConvGRUBackpropagation Strategy=Cumulative2024.06 | 1.944 |