Traffic Forecasting on GBA Traffic Dataset (30 min horizon)
21.33RMSEFedLLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedLLMFramework=Federated, Backbone=Qwen2026.04 | 21.33 | 13.8 | 0.985 | 19.27 | |
| Domain-Adapted QwenFramework=Centralized, Adaptation=Domain-Adapted, Backbone=Qwen2026.04 | 26.63 | 15.86 | 0.977 | 22.84 | |
| FedASTGCNFramework=Federated2026.04 | 33.72 | 23.2 | 0.898 | 36.22 | |
| FC-LSTMFramework=Centralized2026.04 | 33.9 | 19.82 | 0.967 | 32.28 | |
| Centralized QwenFramework=Centralized, Backbone=Qwen2026.04 | 35.95 | 26.4 | 0.854 | 24.26 | |
| ASTGNNFramework=Centralized2026.04 | 40.08 | 25.63 | 0.954 | 28.72 | |
| GRUFramework=Centralized2026.04 | 40.46 | 24.27 | 0.85 | 24 | |
| Fed-GDANFramework=Federated2026.04 | 44.2 | 28.98 | 0.929 | 67.17 | |
| STGCNFramework=Centralized2026.04 | 47.19 | 36.55 | 0.917 | 24.84 | |
| DCRNNFramework=Centralized2026.04 | 52.71 | 35.95 | 0.92 | 88.6 |