Mobility Prediction on JKT Foursquare Gowalla (test)
21.13M@1ALOHA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ALOHABackbone=Graph-Flashback, Strategy=+Ours2025.05 | 21.13 | 29.46 | 30.53 | 32.95 | 35.57 | |
| ALOHABackbone=STHGCN, Strategy=+Ours2025.05 | 20.97 | 28.99 | 30.02 | 32.39 | 34.87 | |
| ALOHABackbone=MCLP, Strategy=+Ours2025.05 | 20.79 | 29.03 | 30.15 | 32.35 | 35.07 | |
| STHGCNBackbone=STHGCN, Strategy=Base2025.05 | 19.76 | 27.68 | 28.78 | 31.01 | 33.65 | |
| MCLPBackbone=MCLP, Strategy=Base2025.05 | 19.68 | 27.96 | 29.08 | 31.31 | 34 | |
| BLVBackbone=STHGCN, Strategy=+BLV2025.05 | 19.66 | 27.73 | 28.83 | 31.09 | 33.75 | |
| FocalBackbone=MCLP, Strategy=+Focal2025.05 | 19.61 | 27.71 | 28.81 | 31.02 | 33.64 | |
| FocalBackbone=Graph-Flashback, Strategy=+Focal2025.05 | 19.55 | 28 | 29.19 | 31.5 | 34.35 | |
| FocalBackbone=STHGCN, Strategy=+Focal2025.05 | 19.5 | 27.82 | 28.78 | 31.24 | 33.58 | |
| BLVBackbone=MCLP, Strategy=+BLV2025.05 | 19.18 | 27.63 | 28.68 | 31.01 | 33.57 | |
| Graph-FlashbackBackbone=Graph-Flashback, Strategy=Base2025.05 | 19.16 | 27.91 | 29.09 | 31.64 | 34.52 | |
| BLVBackbone=Graph-Flashback, Strategy=+BLV2025.05 | 18.74 | 27.81 | 28.97 | 31.51 | 34.37 | |
| IBBackbone=MCLP, Strategy=+IB2025.05 | 18.39 | 25.59 | 26.49 | 28.59 | 30.76 | |
| LABackbone=MCLP, Strategy=+LA2025.05 | 18.34 | 25.77 | 26.79 | 28.92 | 31.4 | |
| LoTNextStrategy=Base2025.05 | 18.34 | 25.77 | 26.86 | 28.95 | 31.57 | |
| CBBackbone=MCLP, Strategy=+CB2025.05 | 17.92 | 25.17 | 26.21 | 28.22 | 30.73 | |
| CBBackbone=STHGCN, Strategy=+CB2025.05 | 17.34 | 24.22 | 25.19 | 27.01 | 29.38 | |
| LABackbone=Graph-Flashback, Strategy=+LA2025.05 | 17.21 | 24.74 | 25.8 | 27.83 | 30.42 | |
| LABackbone=STHGCN, Strategy=+LA2025.05 | 17.08 | 24.24 | 25.18 | 27.24 | 29.53 | |
| CBBackbone=Graph-Flashback, Strategy=+CB2025.05 | 16.45 | 23.87 | 24.89 | 26.99 | 29.47 | |
| IBBackbone=STHGCN, Strategy=+IB2025.05 | 15.58 | 22.39 | 23.16 | 25.21 | 27.07 | |
| IBBackbone=Graph-Flashback, Strategy=+IB2025.05 | 14.87 | 22.05 | 22.88 | 24.95 | 26.95 | |
| ALOHABackbone=Diff-POI, Strategy=+Ours2025.05 | 14.29 | 19.48 | 20.25 | 21.75 | 23.64 | |
| MELTStrategy=Base2025.05 | 13.88 | 22.76 | 23.99 | 26.32 | 29.36 | |
| BLVBackbone=Diff-POI, Strategy=+BLV2025.05 | 12.89 | 18.43 | 19.28 | 20.87 | 22.89 | |
| FocalBackbone=Diff-POI, Strategy=+Focal2025.05 | 12.87 | 18.65 | 19.55 | 21.05 | 23.21 | |
| CBBackbone=Diff-POI, Strategy=+CB2025.05 | 12.82 | 18.26 | 18.76 | 20.46 | 21.67 | |
| Diff-POIBackbone=Diff-POI, Strategy=Base2025.05 | 12.34 | 18.26 | 19.12 | 20.7 | 22.73 | |
| LABackbone=Diff-POI, Strategy=+LA2025.05 | 11.47 | 16.77 | 17.48 | 19.03 | 20.72 | |
| IBBackbone=Diff-POI, Strategy=+IB2025.05 | 8.24 | 9.81 | 10.07 | 10.49 | 11.12 |