Next-location mobility prediction on Shanghai ISP first-test-point setting
33.5Acc@1AgentMob
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AgentMobBackbone=GPT-5.42026.06 | 33.5 | 47.44 | 4.23 | |
| LLM-MobBackbone=GPT-4.1-mini2026.06 | 33 | 47.61 | 5.22 | |
| AgentMobBackbone=GPT-4.1-mini2026.06 | 33 | 45.48 | 4.23 | |
| LLM Urban Res.Backbone=GPT-4.1-mini2026.06 | 32 | 47.28 | 4.23 | |
| AgentMobBackbone=Qwen3-8B2026.06 | 32 | 46.78 | 4.3 | |
| LLM Urban Res.Backbone=GPT-5.42026.06 | 31.5 | 46.96 | 4.45 | |
| LLM-MobBackbone=GPT-5.42026.06 | 29.5 | 45.38 | 6.44 | |
| AgentMoveBackbone=Qwen3-8B2026.06 | 28 | 38.48 | 5.75 | |
| AgentMoveBackbone=GPT-5.42026.06 | 27 | 39.28 | 5.35 | |
| AgentMoveBackbone=GPT-4.1-mini2026.06 | 26.5 | 39.26 | 4.78 | |
| LLM-MobBackbone=Qwen3-8B2026.06 | 26.5 | 40.67 | 6.87 | |
| TrajLLMBackbone=GPT-5.42026.06 | 25 | 39.46 | 19.74 | |
| TrajLLMBackbone=GPT-4.1-mini2026.06 | 22.5 | 36.3 | 7.18 | |
| TransformerBackbone=Transformer2026.06 | 22 | 32.25 | 9.26 | |
| TrajLLMBackbone=Qwen3-8B2026.06 | 22 | 35 | 6.54 | |
| DeepMoveBackbone=DeepMove2026.06 | 20.5 | 30 | 6.95 | |
| LLM Urban Res.Backbone=Qwen3-8B2026.06 | 19.5 | 24.74 | 7.37 |