Traffic Prediction on Shenzhen (10/15/30/60 min horizons)
1.2403MAE (10 min)CIWI-CKT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CIWI-CKTType=Ours2026.06 | 1.2403 | 1.4811 | 1.7298 | 1.9866 | 1.2045 | 2.0321 | 2.6149 | 2.8592 | |
| CIWI-CKTType=Ours2026.06 | 1.2403 | 1.4811 | 1.7298 | 1.9866 | 1.2045 | 2.0321 | 2.6149 | 2.8592 | |
| TSKNETType=Transfer2026.06 | 1.3481 | 1.6099 | 1.8802 | 2.1593 | 1.3092 | 2.2088 | 2.8423 | 3.1078 | |
| TSKNETType=Transfer2026.06 | 1.3481 | 1.6099 | 1.8802 | 2.1593 | 1.3092 | 2.2088 | 2.8423 | 3.1078 | |
| SDSINet2026.06 | 1.6513 | 1.8784 | 2.2552 | 2.5053 | 2.3292 | 2.6038 | 3.3434 | 3.913 | |
| SDSINetType=Reptile2026.06 | 1.6513 | 1.8784 | 2.2552 | 2.5053 | 2.3292 | 2.6038 | 3.3434 | 3.913 | |
| TransGTRType=Transfer2026.06 | 1.6547 | 1.8953 | 2.3058 | 2.4763 | 2.6158 | 2.7063 | 3.4919 | 3.7954 | |
| TransGTRType=Transfer2026.06 | 1.6547 | 1.8953 | 2.3058 | 2.4763 | 2.6158 | 2.7063 | 3.4919 | 3.7954 | |
| MTEGCRN2026.06 | 1.6731 | 1.9029 | 2.285 | 2.5382 | 2.3589 | 2.6375 | 3.3865 | 3.9652 | |
| MTEGCRNType=Reptile2026.06 | 1.6731 | 1.9029 | 2.285 | 2.5382 | 2.3589 | 2.6375 | 3.3865 | 3.9652 | |
| DASTNetType=Reptile2026.06 | 1.7458 | 1.9783 | 2.3767 | 2.6395 | 2.4519 | 2.7438 | 3.5167 | 4.1146 | |
| DASTNetType=Reptile2026.06 | 1.7458 | 1.9783 | 2.3767 | 2.6395 | 2.4519 | 2.7438 | 3.5167 | 4.1146 | |
| STGPType=Prompt-Based2026.06 | 1.7658 | 1.8247 | 2.2749 | 2.4276 | 2.5768 | 2.6697 | 3.3958 | 3.6917 | |
| STGPType=Prompt-Based2026.06 | 1.7658 | 1.8247 | 2.2749 | 2.4276 | 2.5768 | 2.6697 | 3.3958 | 3.6917 | |
| DynAGSType=Prompt-Based2026.06 | 1.7829 | 1.8428 | 2.2963 | 2.4517 | 2.6013 | 2.6954 | 3.4297 | 3.7279 | |
| DynAGSType=Prompt-Based2026.06 | 1.7829 | 1.8428 | 2.2963 | 2.4517 | 2.6013 | 2.6954 | 3.4297 | 3.7279 | |
| Cross-IDRType=Transfer2026.06 | 1.7857 | 1.9673 | 2.2659 | 2.5248 | 2.7117 | 2.8986 | 3.4218 | 3.8923 | |
| Cross-IDRType=Transfer2026.06 | 1.7857 | 1.9673 | 2.2659 | 2.5248 | 2.7117 | 2.8986 | 3.4218 | 3.8923 | |
| PromptSTType=Prompt-Based2026.06 | 1.8008 | 1.8609 | 2.3191 | 2.4759 | 2.6273 | 2.7229 | 3.4637 | 3.7633 | |
| PromptSTType=Prompt-Based2026.06 | 1.8008 | 1.8609 | 2.3191 | 2.4759 | 2.6273 | 2.7229 | 3.4637 | 3.7633 | |
| TPBType=Transfer2026.06 | 1.8039 | 1.9678 | 2.2243 | 2.5137 | 2.6829 | 2.7863 | 3.3247 | 3.8169 | |
| TPBType=Transfer2026.06 | 1.8039 | 1.9678 | 2.2243 | 2.5137 | 2.6829 | 2.7863 | 3.3247 | 3.8169 | |
| ProSTType=Prompt-Based2026.06 | 1.8173 | 1.8784 | 2.3428 | 2.5007 | 2.6539 | 2.7498 | 3.4976 | 3.8009 | |
| ProSTType=Prompt-Based2026.06 | 1.8173 | 1.8784 | 2.3428 | 2.5007 | 2.6539 | 2.7498 | 3.4976 | 3.8009 | |
| FlashSTType=Prompt-Based2026.06 | 1.8359 | 1.8979 | 2.3657 | 2.5249 | 2.6798 | 2.7753 | 3.5318 | 3.8362 | |
| FlashSTType=Prompt-Based2026.06 | 1.8359 | 1.8979 | 2.3657 | 2.5249 | 2.6798 | 2.7753 | 3.5318 | 3.8362 | |
| ST-GFSLType=Transfer2026.06 | 1.8943 | 1.9878 | 2.3886 | 2.6437 | 2.7648 | 3.0459 | 3.4796 | 4.1038 | |
| ST-GFSLType=Transfer2026.06 | 1.8943 | 1.9878 | 2.3886 | 2.6437 | 2.7648 | 3.0459 | 3.4796 | 4.1038 | |
| DTANType=Reptile2026.06 | 1.8959 | 2.2117 | 2.8448 | 3.3086 | 2.8629 | 3.2093 | 4.2164 | 4.9875 | |
| DTANType=Reptile2026.06 | 1.8959 | 2.2117 | 2.8448 | 3.3086 | 2.8629 | 3.2093 | 4.2164 | 4.9875 | |
| CHAMFormerType=Reptile2026.06 | 1.9073 | 2.1129 | 2.5687 | 2.9789 | 2.8087 | 3.0379 | 3.8498 | 4.5557 | |
| CHAMFormerType=Reptile2026.06 | 1.9073 | 2.1129 | 2.5687 | 2.9789 | 2.8087 | 3.0379 | 3.8498 | 4.5557 | |
| DDGCRNType=Reptile2026.06 | 1.9547 | 2.1108 | 2.3719 | 2.8543 | 2.8749 | 3.0216 | 3.6797 | 4.3642 | |
| DDGCRNType=Reptile2026.06 | 1.9547 | 2.1108 | 2.3719 | 2.8543 | 2.8749 | 3.0216 | 3.6797 | 4.3642 | |
| FOGSType=Reptile2026.06 | 1.9615 | 2.2258 | 2.8517 | 3.3159 | 2.8518 | 3.2147 | 4.2103 | 4.9718 | |
| FOGSType=Reptile2026.06 | 1.9615 | 2.2258 | 2.8517 | 3.3159 | 2.8518 | 3.2147 | 4.2103 | 4.9718 | |
| ST-DTNNType=Reptile2026.06 | 1.9746 | 2.0513 | 2.3968 | 2.9115 | 2.8719 | 3.0547 | 3.7118 | 4.3916 | |
| ST-DTNNType=Reptile2026.06 | 1.9746 | 2.0513 | 2.3968 | 2.9115 | 2.8719 | 3.0547 | 3.7118 | 4.3916 | |
| ST-GCNType=Reptile2026.06 | 1.9813 | 2.0618 | 2.3759 | 2.8963 | 2.8667 | 3.2115 | 3.6984 | 4.3257 | |
| ST-GCNType=Reptile2026.06 | 1.9813 | 2.0618 | 2.3759 | 2.8963 | 2.8667 | 3.2115 | 3.6984 | 4.3257 | |
| AdaRNNType=Transfer2026.06 | 2.1078 | 2.2679 | 2.4738 | 2.8076 | 3.0417 | 3.3658 | 3.6747 | 4.2319 | |
| AdaRNNType=Transfer2026.06 | 2.1078 | 2.2679 | 2.4738 | 2.8076 | 3.0417 | 3.3658 | 3.6747 | 4.2319 |