Human mobility prediction on Shanghai ISP (test)
23.2Accuracy@1ARMove
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ARMovebase_llm=GPT-4o-mini, training_mode=zero-shot2026.04 | 23.2 | 47.7 | 0.36 | |
| AgentMovebase_llm=GPT-4o-mini, training_mode=zero-shot2026.04 | 21 | 44.5 | 0.338 | |
| DeepMovetraining_mode=supervised2026.04 | 17.5 | 32 | 0.251 | |
| LLM-ZSbase_llm=GPT-4o-mini, training_mode=zero-shot2026.04 | 15.5 | 42.5 | 0.291 | |
| LLM-Movebase_llm=GPT-4o-mini, training_mode=zero-shot2026.04 | 13.5 | 42.5 | 0.3141 | |
| FPMCtraining_mode=supervised2026.04 | 13 | 35.5 | 0.249 | |
| STHGCNtraining_mode=supervised2026.04 | 12.5 | 27.7 | 0.195 | |
| LLM-Mobbase_llm=GPT-4o-mini, training_mode=zero-shot2026.04 | 12 | 36 | 0.239 | |
| GETNexttraining_mode=supervised2026.04 | 11.5 | 26 | 0.178 | |
| LSTPMtraining_mode=supervised2026.04 | 9.5 | 17 | 0.135 | |
| RNNtraining_mode=supervised2026.04 | 6.5 | 17.5 | 0.123 |