Traffic Forecasting on GBA
15.07MAE (Average)FedLLM
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FedLLMFramework=Federated, Backbone=Qwen2026.04 | 15.07 | — | — | — | — | — | — | — | — | — | 23.31 | 21.84 | 0.985 | — | — | — | |
| Domain-Adapted QwenFramework=Centralized, Adaptation=Domain-Adapted, Backbone=Qwen2026.04 | 17.47 | — | — | — | — | — | — | — | — | — | 29.91 | 24.52 | 0.974 | — | — | — | |
| HieraMix2025.11 | 17.73 | — | — | — | — | — | — | — | — | — | 30.67 | 12.71 | — | — | — | — | |
| LSTNN2025.11 | 18.48 | — | — | — | — | — | — | — | — | — | 31.59 | 13.11 | — | — | — | — | |
| D2STGNN2025.11 | 18.56 | — | — | — | — | — | — | — | — | — | 31.12 | 13.05 | — | — | — | — | |
| PatchSTG2025.11 | 18.94 | — | — | — | — | — | — | — | — | — | 33.02 | 13.17 | — | — | — | — | |
| RPMixer2025.11 | 19.05 | — | — | — | — | — | — | — | — | — | 32.75 | 15.26 | — | — | — | — | |
| DGCRN2025.11 | 19.11 | — | — | — | — | — | — | — | — | — | 31.21 | 14.17 | — | — | — | — | |
| GSNet2025.11 | 19.37 | — | — | — | — | — | — | — | — | — | 31.98 | 13.15 | — | — | — | — | |
| PatchSTG2024.12 | 19.5 | 16.81 | 28.71 | 12.25 | 19.68 | 33.09 | 14.51 | 23.49 | 39.23 | 18.93 | 33.16 | 14.64 | — | — | — | — | |
| TESTAM2025.11 | 19.57 | — | — | — | — | — | — | — | — | — | 32.32 | 13.94 | — | — | — | — | |
| GWNET2025.11 | 19.73 | — | — | — | — | — | — | — | — | — | 31.99 | 17.54 | — | — | — | — | |
| STGODE2025.11 | 19.73 | — | — | — | — | — | — | — | — | — | 32.45 | 16.28 | — | — | — | — | |
| TSMixer2025.11 | 19.93 | — | — | — | — | — | — | — | — | — | 34.83 | 16.56 | — | — | — | — | |
| STGCN2025.11 | 19.96 | — | — | — | — | — | — | — | — | — | 32.78 | 16.27 | — | — | — | — | |
| DSTAGNN2025.11 | 20.14 | — | — | — | — | — | — | — | — | — | 32.63 | 16.37 | — | — | — | — | |
| STID2024.12 | 20.22 | 17.36 | 29.39 | 13.28 | 20.45 | 34.51 | 16.03 | 24.38 | 41.33 | 19.9 | 34.61 | 15.91 | — | — | — | — | |
| EiFormer2025.11 | 20.39 | — | — | — | — | — | — | — | — | — | 35.35 | 15.58 | — | — | — | — | |
| D2STGNN2024.12 | 20.71 | 17.54 | 28.94 | 12.12 | 20.92 | 33.92 | 14.89 | 25.48 | 40.99 | 19.83 | 33.65 | 15.04 | — | — | — | — | |
| STWave2024.12 | 20.81 | 17.95 | 29.42 | 13.01 | 20.99 | 34.01 | 15.62 | 24.96 | 40.31 | 20.08 | 33.77 | 15.76 | — | — | — | — | |
| STID2025.11 | 20.82 | — | — | — | — | — | — | — | — | — | 34.43 | 13.19 | — | — | — | — | |
| GWNET2024.12 | 20.91 | 17.85 | 29.12 | 13.92 | 21.11 | 33.69 | 17.79 | 25.58 | 40.19 | 23.48 | 33.41 | 17.66 | — | — | — | — | |
| DGCRN2024.12 | 20.91 | 18.02 | 29.49 | 14.13 | 21.08 | 34.03 | 16.94 | 25.25 | 40.63 | 21.15 | 33.83 | 16.88 | — | — | — | — | |
| FC-LSTMFramework=Centralized2026.04 | 20.93 | — | — | — | — | — | — | — | — | — | 36.32 | 34.83 | 0.962 | — | — | — | |
| AGCRN2024.12 | 21.01 | 18.31 | 30.24 | 14.27 | 21.27 | 34.72 | 16.89 | 24.85 | 40.18 | 20.8 | 34.25 | 16.9 | — | — | — | — | |
| TimeMixer2025.11 | 21.74 | — | — | — | — | — | — | — | — | — | 35.15 | 13.85 | — | — | — | — | |
| STGODE2024.12 | 21.79 | 18.84 | 30.51 | 15.43 | 22.04 | 35.61 | 18.42 | 26.22 | 42.9 | 22.83 | 35.37 | 18.26 | — | — | — | — | |
| DCRNN2025.11 | 21.86 | — | — | — | — | — | — | — | — | — | 34.65 | 20.19 | — | — | — | — | |
| BigST2024.12 | 21.95 | 18.7 | 30.27 | 15.55 | 22.21 | 35.33 | 18.54 | 26.98 | 42.73 | 23.68 | 35.54 | 18.5 | — | — | — | — | |
| HIEST2025.11 | 22.5 | — | — | — | — | — | — | — | — | — | 35.75 | 14.02 | — | — | — | — | |
| ASTGCN2025.11 | 22.97 | — | — | — | — | — | — | — | — | — | 36.35 | 20.39 | — | — | — | — | |
| DSTAGNN2024.12 | 23.82 | 19.73 | 31.39 | 15.42 | 24.21 | 37.7 | 20.99 | 30.12 | 46.4 | 28.16 | 37.29 | 20.16 | — | — | — | — | |
| GRUFramework=Centralized2026.04 | 25.6 | — | — | — | — | — | — | — | — | — | 42.14 | 25.36 | 0.843 | — | — | — | |
| FedASTGCNFramework=Federated2026.04 | 26.57 | — | — | — | — | — | — | — | — | — | 42.91 | 37.83 | 0.947 | — | — | — | |
| FreTS2025.11 | 26.87 | — | — | — | — | — | — | — | — | — | 40.55 | 18.39 | — | — | — | — | |
| RPMixer2024.12 | 27.77 | 20.31 | 33.34 | 15.64 | 26.95 | 44.02 | 22.75 | 39.66 | 66.44 | 37.35 | 47.72 | 23.87 | — | — | — | — | |
| ASTGNNFramework=Centralized2026.04 | 28.51 | — | — | — | — | — | — | — | — | — | 45.84 | 31.34 | 0.94 | — | — | — | |
| Fed-GDANFramework=Federated2026.04 | 30.44 | — | — | — | — | — | — | — | — | — | 46.15 | 68.42 | 0.923 | — | — | — | |
| Centralized QwenFramework=Centralized, Backbone=Qwen2026.04 | 32.02 | — | — | — | — | — | — | — | — | — | 44.63 | 28.26 | 0.775 | — | — | — | |
| STGCNFramework=Centralized2026.04 | 37.47 | — | — | — | — | — | — | — | — | — | 46.97 | 24.91 | 0.93 | — | — | — | |
| DCRNNFramework=Centralized2026.04 | 39.72 | — | — | — | — | — | — | — | — | — | 58.07 | 95.22 | 0.901 | — | — | — | |
| AGCRN2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.62 | 34.02 | 16.12 | |
| BigST2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 22.02 | 35.62 | 18.59 | |
| D2STGNN2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.78 | 33.72 | 15.11 | |
| DSTAGNN2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 23.9 | 37.41 | 20.24 | |
| GWNET2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.84 | 33.43 | 17.81 | |
| PatchSTG2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.67 | 33.38 | 15.14 | |
| RPMixer2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.86 | 47.81 | 23.91 | |
| SqLinear2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.31 | 32.77 | 14.38 | |
| STAEformer2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 21.3 | 34.56 | 17.63 | |
| STID2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.28 | 33.55 | 16.46 | |
| STWave2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.87 | 33.85 | 15.82 |