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ResearchFormerly WizWand

Mobility Prediction on MOW

19.22M@1ALOHA
8.289611.127313.96516.8027May 26, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ALOHABase Model=Graph-Flashback2025.0519.222828.8731.5933.65
ALOHABase Model=MCLP2025.0518.8927.2528.1930.7633
ALOHABase Model=STHGCN2025.0518.4627.0527.8630.5132.48
LoTNext2025.0518.3726.2627.1329.5531.59
STHGCNVariant=Vanilla2025.0518.1526.2927.2229.6331.86
MCLPPlugin=Logit Adjustment2025.0517.8826.3427.1329.7831.66
STHGCNPlugin=BLV2025.0517.8426.3927.2429.8931.96
STHGCNPlugin=Focal Loss2025.0517.7226.2327.0729.6831.71
MCLPVariant=Vanilla2025.0517.726.1627.1429.6431.97
MCLPPlugin=BLV2025.0517.726.1827.1229.6631.92
MCLPPlugin=Focal Loss2025.0517.6126.4827.3530.0932.16
MCLPPlugin=IB Loss2025.0517.5724.2624.826.928.17
Graph-FlashbackVariant=Vanilla2025.0517.5226.4427.3730.1732.4
Graph-FlashbackPlugin=BLV2025.0517.1926.327.2929.9832.36
Graph-FlashbackPlugin=Focal Loss2025.0516.7926.1827.1130.0132.25
STHGCNPlugin=Logit Adjustment2025.0516.6524.2625.1227.4129.47
Graph-FlashbackPlugin=Logit Adjustment2025.0516.5425.126.0828.6230.96
STHGCNPlugin=Class-Balanced Loss2025.0516.4324.0524.8427.0828.97
MCLPPlugin=Class-Balanced Loss2025.0516.4124.8225.6728.330.33
Graph-FlashbackPlugin=Class-Balanced Loss2025.0515.7624.1425.0427.6429.83
STHGCNPlugin=IB Loss2025.0515.5322.6823.3925.5127.23
Graph-FlashbackPlugin=IB Loss2025.0514.2822.923.9426.3428.82
MELT2025.0513.4821.8922.8325.3927.65
ALOHABase Model=Diff-POI2025.0513.2118.719.2720.9822.36
Diff-POIVariant=Vanilla2025.0512.0817.8118.4120.221.65
Diff-POIPlugin=BLV2025.0511.6616.9917.6719.1620.78
Diff-POIPlugin=Focal Loss2025.0511.5917.2317.8119.5720.96
Diff-POIPlugin=Class-Balanced Loss2025.0511.2816.6817.1518.819.92
Diff-POIPlugin=Logit Adjustment2025.0510.4516.3216.8118.719.87
Diff-POIPlugin=IB Loss2025.058.7110.2910.581111.7