Traffic Prediction on Chengdu
1.2089MAE (10 min)CIWI-CKT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CIWI-CKTType=Ours2026.06 | 1.2089 | 1.5258 | 2.0427 | 2.2458 | 2.1945 | 2.4043 | 2.9042 | 3.1884 | |
| CIWI-CKTType=Ours2026.06 | 1.2089 | 1.5258 | 2.0427 | 2.2458 | 2.1945 | 2.4043 | 2.9042 | 3.1884 | |
| TSKNETType=Transfer2026.06 | 1.4783 | 1.6585 | 2.2203 | 2.4411 | 2.3853 | 2.6134 | 3.1572 | 3.4657 | |
| TSKNETType=Transfer2026.06 | 1.4783 | 1.6585 | 2.2203 | 2.4411 | 2.3853 | 2.6134 | 3.1572 | 3.4657 | |
| STGPType=Prompt-Based2026.06 | 1.8978 | 1.9847 | 2.7456 | 2.8659 | 2.8963 | 3.2297 | 3.7268 | 4.0457 | |
| STGPType=Prompt-Based2026.06 | 1.8978 | 1.9847 | 2.7456 | 2.8659 | 2.8963 | 3.2297 | 3.7268 | 4.0457 | |
| DynAGSType=Prompt-Based2026.06 | 1.9163 | 2.0032 | 2.7729 | 2.8931 | 2.9257 | 3.2619 | 3.7637 | 4.0859 | |
| DynAGSType=Prompt-Based2026.06 | 1.9163 | 2.0032 | 2.7729 | 2.8931 | 2.9257 | 3.2619 | 3.7637 | 4.0859 | |
| PromptSTType=Prompt-Based2026.06 | 1.9346 | 2.0234 | 2.7993 | 2.9229 | 2.9543 | 3.2931 | 3.8002 | 4.1267 | |
| PromptSTType=Prompt-Based2026.06 | 1.9346 | 2.0234 | 2.7993 | 2.9229 | 2.9543 | 3.2931 | 3.8002 | 4.1267 | |
| ProSTType=Prompt-Based2026.06 | 1.9532 | 2.0439 | 2.8278 | 2.9513 | 2.9837 | 3.3253 | 3.8389 | 4.1661 | |
| ProSTType=Prompt-Based2026.06 | 1.9532 | 2.0439 | 2.8278 | 2.9513 | 2.9837 | 3.3253 | 3.8389 | 4.1661 | |
| FlashSTType=Prompt-Based2026.06 | 1.9725 | 2.0631 | 2.8542 | 2.9803 | 3.0128 | 3.3587 | 3.8751 | 4.2078 | |
| FlashSTType=Prompt-Based2026.06 | 1.9725 | 2.0631 | 2.8542 | 2.9803 | 3.0128 | 3.3587 | 3.8751 | 4.2078 | |
| SDSINet2026.06 | 2.1681 | 2.4266 | 2.7452 | 3.1502 | 3.1801 | 3.528 | 4.0441 | 4.2909 | |
| SDSINetType=Reptile2026.06 | 2.1681 | 2.4266 | 2.7452 | 3.1502 | 3.1801 | 3.528 | 4.0441 | 4.2909 | |
| Cross-IDRType=Transfer2026.06 | 2.1739 | 2.1543 | 2.6517 | 2.7786 | 3.0987 | 3.3879 | 3.8543 | 4.2897 | |
| Cross-IDRType=Transfer2026.06 | 2.1739 | 2.1543 | 2.6517 | 2.7786 | 3.0987 | 3.3879 | 3.8543 | 4.2897 | |
| ST-GFSLType=Transfer2026.06 | 2.1897 | 2.2438 | 2.5816 | 2.9289 | 3.1923 | 3.4567 | 3.8218 | 4.3397 | |
| ST-GFSLType=Transfer2026.06 | 2.1897 | 2.2438 | 2.5816 | 2.9289 | 3.1923 | 3.4567 | 3.8218 | 4.3397 | |
| MTEGCRN2026.06 | 2.1972 | 2.4578 | 2.7809 | 3.192 | 3.2211 | 3.5742 | 4.0963 | 4.3471 | |
| MTEGCRNType=Reptile2026.06 | 2.1972 | 2.4578 | 2.7809 | 3.192 | 3.2211 | 3.5742 | 4.0963 | 4.3471 | |
| DTANType=Reptile2026.06 | 2.2507 | 2.5643 | 2.7898 | 3.2516 | 3.1984 | 3.6537 | 4.3118 | 4.6593 | |
| DTANType=Reptile2026.06 | 2.2507 | 2.5643 | 2.7898 | 3.2516 | 3.1984 | 3.6537 | 4.3118 | 4.6593 | |
| AdaRNNType=Transfer2026.06 | 2.2608 | 2.4587 | 2.7249 | 3.0383 | 3.2318 | 3.7453 | 3.9478 | 4.3249 | |
| AdaRNNType=Transfer2026.06 | 2.2608 | 2.4587 | 2.7249 | 3.0383 | 3.2318 | 3.7453 | 3.9478 | 4.3249 | |
| FOGSType=Reptile2026.06 | 2.2614 | 2.5439 | 2.8896 | 3.2958 | 3.2717 | 3.6518 | 4.2167 | 4.7156 | |
| FOGSType=Reptile2026.06 | 2.2614 | 2.5439 | 2.8896 | 3.2958 | 3.2717 | 3.6518 | 4.2167 | 4.7156 | |
| TransGTRType=Transfer2026.06 | 2.2814 | 2.5127 | 2.6589 | 2.8073 | 2.9658 | 3.2318 | 3.8157 | 4.2639 | |
| TransGTRType=Transfer2026.06 | 2.2814 | 2.5127 | 2.6589 | 2.8073 | 2.9658 | 3.2318 | 3.8157 | 4.2639 | |
| TPBType=Transfer2026.06 | 2.2843 | 2.5436 | 2.8637 | 3.2829 | 3.0628 | 3.4573 | 3.8107 | 4.3098 | |
| TPBType=Transfer2026.06 | 2.2843 | 2.5436 | 2.8637 | 3.2829 | 3.0628 | 3.4573 | 3.8107 | 4.3098 | |
| CHAMFormerType=Reptile2026.06 | 2.2913 | 2.5962 | 2.8889 | 3.3378 | 3.2949 | 3.7718 | 4.2621 | 4.7163 | |
| CHAMFormerType=Reptile2026.06 | 2.2913 | 2.5962 | 2.8889 | 3.3378 | 3.2949 | 3.7718 | 4.2621 | 4.7163 | |
| DASTNetType=Reptile2026.06 | 2.2937 | 2.5658 | 2.9015 | 3.3329 | 3.3617 | 3.7278 | 4.2783 | 4.5317 | |
| DASTNetType=Reptile2026.06 | 2.2937 | 2.5658 | 2.9015 | 3.3329 | 3.3617 | 3.7278 | 4.2783 | 4.5317 | |
| DDGCRNType=Reptile2026.06 | 2.2968 | 2.6459 | 2.8797 | 3.3896 | 3.3043 | 3.6514 | 4.2617 | 4.7858 | |
| DDGCRNType=Reptile2026.06 | 2.2968 | 2.6459 | 2.8797 | 3.3896 | 3.3043 | 3.6514 | 4.2617 | 4.7858 | |
| ST-GCNType=Reptile2026.06 | 2.3185 | 2.5437 | 2.8953 | 3.3658 | 3.3092 | 3.9328 | 4.2117 | 4.7949 | |
| ST-GCNType=Reptile2026.06 | 2.3185 | 2.5437 | 2.8953 | 3.3658 | 3.3092 | 3.9328 | 4.2117 | 4.7949 | |
| ST-DTNNType=Reptile2026.06 | 2.3328 | 2.6453 | 2.9217 | 3.4926 | 3.3154 | 3.9873 | 4.2318 | 4.8827 | |
| ST-DTNNType=Reptile2026.06 | 2.3328 | 2.6453 | 2.9217 | 3.4926 | 3.3154 | 3.9873 | 4.2318 | 4.8827 |