Traffic flow prediction on LargeST 60 min horizon
44.76RMSEDomain-Adapted LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Domain-Adapted LLMnumber of parameters=1.5B2026.04 | 44.76 | 31.41 | 0.937 | 20.82 | |
| GRU2026.04 | 45.9 | 30.61 | 0.904 | 16.65 | |
| STGCN2026.04 | 50.39 | 37.08 | 0.88 | 22.94 | |
| FC-LSTM2026.04 | 51.13 | 33.28 | 0.91 | 25.83 | |
| Centralized Qwennumber of parameters=1.5B2026.04 | 60.14 | 46.21 | 0.59 | 37.74 | |
| DCRNN2026.04 | 75.21 | 57.5 | 0.821 | 52.33 | |
| ASTGNN2026.04 | 75.39 | 50.43 | 0.813 | 29.28 | |
| AGCRN2026.04 | 115.79 | 77.95 | 0.556 | 26.08 |