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ResearchFormerly WizWand

Mobility Prediction on SPB

23.63M@1ALOHA
11.534814.674917.81520.9551May 26, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ALOHABase Model=Graph-Flashback2025.0523.6332.133.1335.6238.1
ALOHABase Model=MCLP2025.0521.430.4931.3534.1636.2
Graph-FlashbackPlugin=Focal Loss2025.0521.2830.1131.0533.6735.92
Graph-FlashbackPlugin=BLV2025.0520.9830.0330.9933.8336.11
MCLPPlugin=BLV2025.0520.8629.6930.5733.3935.54
MCLPVariant=Vanilla2025.0520.3129.2530.1132.9835.03
MCLPPlugin=Focal Loss2025.0520.2529.3830.2533.1235.21
Graph-FlashbackVariant=Vanilla2025.0520.1929.5930.6133.3835.83
ALOHABase Model=STHGCN2025.0520.0728.5729.5332.0434.36
Graph-FlashbackPlugin=Class-Balanced Loss2025.0520.0128.8929.6432.534.3
MCLPPlugin=Logit Adjustment2025.0520.0129.3630.332.9135.16
Graph-FlashbackPlugin=Logit Adjustment2025.0519.7728.9829.8932.7434.89
STHGCNPlugin=Class-Balanced Loss2025.0519.7728.3229.1131.8233.76
MCLPPlugin=IB Loss2025.0519.7727.7728.5130.8432.58
MCLPPlugin=Class-Balanced Loss2025.0519.7128.6329.4932.1734.22
STHGCNPlugin=Focal Loss2025.0519.3528.2329.1531.8434.08
LoTNext2025.0519.1126.5227.3629.5531.59
STHGCNPlugin=Logit Adjustment2025.0518.8728.3229.2931.9534.24
STHGCNPlugin=IB Loss2025.0518.7527.6928.6131.3133.51
STHGCNPlugin=BLV2025.0518.6927.2928.2330.7633.07
STHGCNVariant=Vanilla2025.0518.4427.5428.4631.1933.38
Graph-FlashbackPlugin=IB Loss2025.0516.5825.9927.0929.7532.38
MELT2025.0516.325.6226.4529.3331.36
ALOHABase Model=Diff-POI2025.0515.5522.3823.125.0926.78
Diff-POIPlugin=BLV2025.0513.7420.2621.1322.8424.88
Diff-POIPlugin=Focal Loss2025.0513.6820.8921.6723.925.76
Diff-POIVariant=Vanilla2025.0513.3220.721.3323.5725.09
Diff-POIPlugin=Logit Adjustment2025.0512.919.6820.4322.4424.27
Diff-POIPlugin=Class-Balanced Loss2025.0512.7219.5820.2422.3523.9
Diff-POIPlugin=IB Loss2025.051215.0215.3916.2417.14