Traffic flow prediction on LargeST 30 min horizon
32.16RMSEDomain-Adapted LLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Domain-Adapted LLMnumber of parameters=1.5B2026.04 | 32.16 | 22.27 | 96.8 | 14.41 | |
| Centralized Qwennumber of parameters=1.5B2026.04 | 35.95 | 26.4 | 85.4 | 24.26 | |
| STGCN2026.04 | 41 | 30.64 | 92 | 20.42 | |
| FC-LSTM2026.04 | 42.55 | 28.19 | 94 | 25.25 | |
| GRU2026.04 | 43.18 | 28.56 | 91.3 | 15.34 | |
| ASTGNN2026.04 | 53.64 | 38.31 | 90.5 | 24.58 | |
| DCRNN2026.04 | 58.57 | 44.1 | 89.1 | 44.41 | |
| AGCRN2026.04 | 113.07 | 73.37 | 57.7 | 22.66 |