Traffic flow prediction on LargeST (Overall)
35.66RMSEDomain-Adapted LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Domain-Adapted LLMnumber of parameters=1.5B2026.04 | 35.66 | 24.38 | 0.96 | 16.02 | |
| STGCN2026.04 | 43.43 | 32.07 | 0.91 | 21.06 | |
| GRU2026.04 | 43.88 | 29.01 | 0.911 | 15.68 | |
| Centralized Qwennumber of parameters=1.5B2026.04 | 44.63 | 32.02 | 0.775 | 28.26 | |
| FC-LSTM2026.04 | 44.92 | 29.47 | 0.93 | 25.45 | |
| ASTGNN2026.04 | 60.38 | 41.42 | 0.88 | 25.78 | |
| DCRNN2026.04 | 64.8 | 48.7 | 0.867 | 45.36 | |
| AGCRN2026.04 | 114.04 | 75.31 | 0.569 | 24.31 |