List your company
ResearchFormerly WizWand

Node Classification on Photo (Accuracy, Average Rank)

95.8AccuracyGCNII
56.758466.894277.0387.1658Dec 17, 2025Jan 17, 2026Feb 17, 2026Mar 21, 2026Apr 21, 2026May 22, 2026Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GCNIIRuns=10 independent runs2026.0695.81.8
LHK-GNNRuns=10 independent runs2026.0695.654.4
FAGCNRuns=10 independent runs2026.0695.246.2
DCQ-GNNRuns=10 independent runs2026.0695.074.2
H2GCNRuns=10 independent runs2026.0694.927.2
JacobiConvRuns=10 independent runs2026.0694.837.2
GATRuns=10 independent runs2026.0694.617.4
JK-NetRuns=10 independent runs2026.0694.336.4
EvenNetRuns=10 independent runs2026.0694.326
FUELMethod Category=Proposed2025.1294.22.4
BernNetRuns=10 independent runs2026.0694.176.2
w/o ExpMethod Category=Variants2025.1294.16.1
GCNRuns=10 independent runs2026.0694.19
w/o Step 2Method Category=Variants2025.12948.6
w/o Step 1Method Category=Variants2025.1293.98.3
w/o SKMethod Category=Variants2025.1293.95.5
MaskGAEMethod Category=Gen2025.1293.89.5
BGRLMethod Category=CL2025.1293.28.4
GraphCLMethod Category=CL2025.129310.3
MVGRLMethod Category=CL2025.129312.1
HeterGCLMethod Category=Non-homophilic2025.12939.2
DGIMethod Category=CL2025.1292.811.7
HGRLMethod Category=Non-homophilic2025.1292.810.6
DSSLMethod Category=Non-homophilic2025.1292.813
GREETMethod Category=Non-homophilic2025.1292.87.8
GraphMAEMethod Category=Gen2025.1292.69.7
NeCoMethod Category=Non-homophilic2025.1292.413.1
HLCLMethod Category=Non-homophilic2025.1291.515.5
PolyGCLMethod Category=Non-homophilic2025.1291.39.1
GAEMethod Category=Gen2025.128914
Naive XMethod Category=Naive2025.1288.514
ERAlignGNNlearning_setting=Semi-supervised2026.0663.27—
ERAlignLLMlearning_setting=Semi-supervised2026.0661.82—
Loclelearning_setting=Semi-supervised2026.0659.14—
LLM4NGlearning_setting=Semi-supervised2026.0658.26—