Traffic Forecasting on GBA Traffic Dataset 15 min horizon
16.3RMSEFedLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedLLMFramework=Federated, Backbone=Qwen2026.04 | 16.3 | 10.56 | 98.9 | 16.44 | |
| Domain-Adapted QwenFramework=Centralized, Adaptation=Domain-Adapted, Backbone=Qwen2026.04 | 19.03 | 12 | 98.6 | 18.25 | |
| FedASTGCNFramework=Federated2026.04 | 25.13 | 17.72 | 94.6 | 32.82 | |
| Centralized QwenFramework=Centralized, Backbone=Qwen2026.04 | 29.06 | 20.18 | 90.5 | 20.8 | |
| FC-LSTMFramework=Centralized2026.04 | 30.32 | 17.72 | 97.3 | 28.97 | |
| ASTGNNFramework=Centralized2026.04 | 31.82 | 21.12 | 97.1 | 25.42 | |
| GRUFramework=Centralized2026.04 | 37.79 | 22.66 | 86 | 22.67 | |
| Fed-GDANFramework=Federated2026.04 | 42.16 | 27.55 | 93.6 | 66.02 | |
| STGCNFramework=Centralized2026.04 | 42.73 | 34.22 | 93.9 | 24.01 | |
| DCRNNFramework=Centralized2026.04 | 48.73 | 33.01 | 93.2 | 94.79 |