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Graph Reconstruction on ENZYMES 50% edge mask (test)

25.44APPIFM (GraphSAGE)
16.069618.502320.93523.3677Jan 29, 2026

Evaluation results

MethodLinks
PIFM (GraphSAGE)Mask Rate=50%2026.0125.4461.3695.621.86
PIFM (Node2Vec)Mask Rate=50%2026.0122.9559.1490.713.53
GraphSAGEMask Rate=50%2026.0122.7957.7740.0252.16
Node2VecMask Rate=50%2026.0119.1455.2246.3744.29
Flow w/ Gaussian priorMask Rate=50%2026.0117.4351.8498.491.07
DiGress + RePaintMask Rate=50%2026.0117.3455.2277.9511.62
PIFM (SIGL)Mask Rate=50%2026.0117.0849.1586.0612.28
SIGLMask Rate=50%2026.0116.8849.372.0127.85
GDSS + RePaintMask Rate=50%2026.0116.4349.6569.4530.46