Traffic Forecasting on GBA Traffic Dataset 45 min horizon
25.42RMSEFedLLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedLLMFramework=Federated, Backbone=Qwen2026.04 | 25.42 | 16.61 | 98.3 | 24.27 | |
| Domain-Adapted QwenFramework=Centralized, Adaptation=Domain-Adapted, Backbone=Qwen2026.04 | 32.74 | 19.27 | 96.7 | 25.63 | |
| FC-LSTMFramework=Centralized2026.04 | 37.73 | 21.9 | 95.9 | 36.94 | |
| FedASTGCNFramework=Federated2026.04 | 42.52 | 29 | 83.3 | 40.54 | |
| GRUFramework=Centralized2026.04 | 43.11 | 26.37 | 83 | 26.17 | |
| Fed-GDANFramework=Federated2026.04 | 47.06 | 31.24 | 92.3 | 69.04 | |
| Centralized QwenFramework=Centralized, Backbone=Qwen2026.04 | 47.06 | 35.29 | 75 | 30.27 | |
| ASTGNNFramework=Centralized2026.04 | 48.86 | 30.81 | 93.2 | 33.12 | |
| STGCNFramework=Centralized2026.04 | 50.4 | 40.92 | 93.2 | 27.02 | |
| DCRNNFramework=Centralized2026.04 | 59.96 | 40.78 | 89.7 | 91.9 |