Traffic Forecasting on GBA Traffic Dataset 60 min horizon
30.18RMSEFedLLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedLLMFramework=Federated, Backbone=Qwen2026.04 | 30.18 | 19.7 | 0.983 | 27.37 | |
| Domain-Adapted QwenFramework=Centralized, Adaptation=Domain-Adapted, Backbone=Qwen2026.04 | 37.88 | 22.74 | 0.956 | 31.24 | |
| FC-LSTMFramework=Centralized2026.04 | 42.25 | 24.27 | 0.948 | 41.15 | |
| GRUFramework=Centralized2026.04 | 46.88 | 29.08 | 0.81 | 28.58 | |
| STGCNFramework=Centralized2026.04 | 47.55 | 38.2 | 0.935 | 23.75 | |
| Fed-GDANFramework=Federated2026.04 | 50.74 | 33.9 | 0.907 | 71.45 | |
| FedASTGCNFramework=Federated2026.04 | 51.21 | 34.69 | 0.753 | 45.72 | |
| ASTGNNFramework=Centralized2026.04 | 58.31 | 36.48 | 0.903 | 38.1 | |
| Centralized QwenFramework=Centralized, Backbone=Qwen2026.04 | 60.14 | 46.21 | 0.59 | 37.74 | |
| DCRNNFramework=Centralized2026.04 | 70.87 | 49.13 | 0.856 | 105.98 |