Human Mobility Generation on Human Mobility Tokyo Typhoon Hagibis
0.3031SIGETNext
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GETNext2026.03 | 0.3031 | 0.2007 | 0.0274 | 0.1037 | |
| DeepMove2026.03 | 0.1697 | 0.0826 | 0.0266 | 0.0759 | |
| LLM-ZS2026.03 | 0.1574 | 0.1348 | 0.0153 | 0.0724 | |
| MHSA2026.03 | 0.143 | 0.1815 | 0.0118 | 0.0711 | |
| LSTM2026.03 | 0.1336 | 0.1039 | 0.0555 | 0.1111 | |
| ELLMobvariant=w/o I.A.&E.A.2026.03 | 0.1304 | 0.127 | 0.0139 | 0.0723 | |
| DiffTraj2026.03 | 0.1271 | 0.245 | 0.0385 | 0.0761 | |
| LLM-Move2026.03 | 0.1267 | 0.0392 | 0.0136 | 0.0303 | |
| LLM-MOB2026.03 | 0.1214 | 0.0468 | 0.0285 | 0.0344 | |
| TrajGAIL2026.03 | 0.1034 | 0.3591 | 0.0155 | 0.0275 | |
| LLMOB2026.03 | 0.0949 | 0.1195 | 0.0123 | 0.0256 | |
| ELLMobvariant=w/o I.A.2026.03 | 0.0835 | 0.072 | 0.0135 | 0.0436 | |
| ELLMobvariant=w/o Eve. Ext.2026.03 | 0.0736 | 0.0273 | 0.0045 | 0.0227 | |
| ELLMobvariant=w/o E.A.2026.03 | 0.068 | 0.0258 | 0.0077 | 0.0229 | |
| ELLMobvariant=Full Model2026.03 | 0.0642 | 0.02 | 0.0041 | 0.0173 |