Spatio-temporal Forecasting on Wikipedia Math
0.509MSEMP-SSM
Evaluation Results
| Method | Links | |
|---|---|---|
| MP-SSMModel Category=Ours2025.05 | 0.509 | |
| HMM4GModel Category=Temporal GNNs2025.05 | 0.542 | |
| TDE-GNNModel Category=Temporal GNNs2025.05 | 0.565 | |
| RDGNN-TBackpropagation Strategy=Incremental2024.06 | 0.579 | |
| RDGNN-TBackpropagation Strategy=Cumulative2024.06 | 0.586 | |
| DynGESNModel Category=Temporal GNNs2025.05 | 0.61 | |
| RDGNN-SBackpropagation Strategy=Incremental2024.06 | 0.612 | |
| RDGNN-IBackpropagation Strategy=Incremental2024.06 | 0.621 | |
| RDGNN-SBackpropagation Strategy=Cumulative2024.06 | 0.623 | |
| GConvGRUBackpropagation Strategy=Incremental2024.06 | 0.657 | |
| GConvGRUModel Category=Temporal GNNs2025.05 | 0.657 | |
| RDGNN-IBackpropagation Strategy=Cumulative2024.06 | 0.674 | |
| DCRNNBackpropagation Strategy=Incremental2024.06 | 0.679 | |
| DCRNNModel Category=Temporal GNNs2025.05 | 0.679 | |
| CDEModel Category=Temporal GNNs2025.05 | 0.694 | |
| GREADModel Category=Temporal GNNs2025.05 | 0.704 | |
| EGCN-OBackpropagation Strategy=Incremental2024.06 | 0.75 | |
| EGCN-OModel Category=Temporal GNNs2025.05 | 0.75 | |
| T-GCNBackpropagation Strategy=Incremental2024.06 | 0.764 | |
| T-GCNModel Category=Temporal GNNs2025.05 | 0.764 | |
| DyGrAEBackpropagation Strategy=Incremental2024.06 | 0.773 | |
| DyGrAEModel Category=Temporal GNNs2025.05 | 0.773 | |
| EGCN-HBackpropagation Strategy=Incremental2024.06 | 0.775 | |
| GConvLSTMBackpropagation Strategy=Incremental2024.06 | 0.777 | |
| GC-LSTMBackpropagation Strategy=Incremental2024.06 | 0.779 | |
| GC-LSTMModel Category=Temporal GNNs2025.05 | 0.779 | |
| A3T-GCNBackpropagation Strategy=Incremental2024.06 | 0.781 | |
| A3T-GCNModel Category=Temporal GNNs2025.05 | 0.781 | |
| AGCRNBackpropagation Strategy=Incremental2024.06 | 0.788 | |
| AGCRNModel Category=Temporal GNNs2025.05 | 0.788 | |
| MPNN LSTMBackpropagation Strategy=Incremental2024.06 | 0.795 | |
| MPNN LSTMModel Category=Temporal GNNs2025.05 | 0.795 | |
| GRANDModel Category=Temporal GNNs2025.05 | 0.798 | |
| DCRNNBackpropagation Strategy=Cumulative2024.06 | 0.803 | |
| DyGrAEBackpropagation Strategy=Cumulative2024.06 | 0.816 | |
| EGCN-OBackpropagation Strategy=Cumulative2024.06 | 0.823 | |
| AGCRNBackpropagation Strategy=Cumulative2024.06 | 0.832 | |
| GConvGRUBackpropagation Strategy=Cumulative2024.06 | 0.837 | |
| T-GCNBackpropagation Strategy=Cumulative2024.06 | 0.846 | |
| GC-LSTMBackpropagation Strategy=Cumulative2024.06 | 0.852 | |
| EGCN-HBackpropagation Strategy=Cumulative2024.06 | 0.857 | |
| GConvLSTMBackpropagation Strategy=Cumulative2024.06 | 0.868 | |
| A3T-GCNBackpropagation Strategy=Cumulative2024.06 | 0.872 | |
| MPNN LSTMBackpropagation Strategy=Cumulative2024.06 | 0.905 |