Next-location mobility prediction on BW (chronological evaluation)
73.04Accuracy@1Transformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TransformerBackbone=Transformer2026.06 | 73.04 | 79.67 | 2.18 | |
| DeepMoveBackbone=DeepMove2026.06 | 72.13 | 78.92 | 2.21 | |
| AgentMobBackbone=GPT-5.42026.06 | 71.42 | 78.84 | 2.2 | |
| LLM Urban Res.Backbone=GPT-5.42026.06 | 68.4 | 76.36 | 2.22 | |
| LLM-MobBackbone=GPT-5.42026.06 | 66.48 | 74.84 | 2.52 | |
| AgentMobBackbone=GPT-4.1-mini2026.06 | 66.3 | 76.33 | 2.51 | |
| LLM Urban Res.Backbone=GPT-4.1-mini2026.06 | 64.38 | 72.89 | 2.59 | |
| AgentMoveBackbone=GPT-5.42026.06 | 64.2 | 74.02 | 3.07 | |
| AgentMobBackbone=Qwen3-8B2026.06 | 62.65 | 74.3 | 2.9 | |
| TrajLLMBackbone=GPT-5.42026.06 | 62.23 | 72.54 | 3.48 | |
| LLM Urban Res.Backbone=Qwen3-8B2026.06 | 58.93 | 68 | 3.29 | |
| AgentMoveBackbone=GPT-4.1-mini2026.06 | 58.52 | 70.16 | 3.53 | |
| LLM-MobBackbone=Qwen3-8B2026.06 | 56.19 | 65.53 | 3.45 | |
| LLM-MobBackbone=GPT-4.1-mini2026.06 | 55.08 | 66.1 | 3.52 | |
| TrajLLMBackbone=GPT-4.1-mini2026.06 | 53.08 | 64.33 | 6.58 | |
| AgentMoveBackbone=Qwen3-8B2026.06 | 52.58 | 64.09 | 4.21 | |
| TrajLLMBackbone=Qwen3-8B2026.06 | 52.58 | 64.04 | 4.71 |