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ResearchFormerly WizWand

Continual Graph Learning on CS

97.29AccuracyUFO
25.571644.190862.8181.4292May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UFONoise Ratio=0%2026.0597.291.3
JointNoise Ratio=0%2026.0597—
DSLRNoise Ratio=0%2026.0596.472.01
ERGNNNoise Ratio=0%2026.0594.43.26
TFRNoise Ratio=0%2026.0594.113.43
DMSGNoise Ratio=0%2026.0593.874.24
CLNodeNoise Ratio=0%2026.0593.843.84
LwFNoise Ratio=0%2026.0592.515.49
UFONoise Ratio=15%2026.0592.210.06
UFONoise Ratio=30%2026.0581.463.14
TSSNoise Ratio=0%2026.0579.6214.29
SCENoise Ratio=0%2026.0578.922.48
DSLRNoise Ratio=15%2026.0577.6712.98
DMSGNoise Ratio=15%2026.0570.466.34
DSLRNoise Ratio=30%2026.0568.12.29
JointNoise Ratio=15%2026.0567.43—
Bare modelNoise Ratio=15%2026.0562.8328.98
Bare modelNoise Ratio=0%2026.0561.2245.55
SCENoise Ratio=15%2026.0558.4233.8
CLNodeNoise Ratio=30%2026.0557.8947.6
ERGNNNoise Ratio=15%2026.0557.8220.09
DMSGNoise Ratio=30%2026.0557.557.13
TSSNoise Ratio=15%2026.0555.2841.88
LwFNoise Ratio=15%2026.0553.3940.94
Bare modelNoise Ratio=30%2026.0553.0425.1
CLNodeNoise Ratio=15%2026.0551.855.76
JointNoise Ratio=30%2026.0551.06—
TSSNoise Ratio=30%2026.0548.1236.27
ERGNNNoise Ratio=30%2026.0547.7311.67
SCENoise Ratio=30%2026.054629.68
LwFNoise Ratio=30%2026.0545.1932.99
TFRNoise Ratio=30%2026.0528.8111.52
TFRNoise Ratio=15%2026.0528.3348.21