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ResearchFormerly WizWand

Graph Edit Distance Approximation on PTC MR

2.59RMSEGREED
2.20284.81647.4310.0436Aug 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GREEDTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.082.590.690.859
GREEDLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.082.850.6760.847
GREEDSupervision=Supervised, Cost Configuration=52025.082.990.7190.872
EGSCTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.083.860.7260.893
GRAPHEDXXORTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.084.210.6910.853
GEDANTraining Type=Supervised, Hyperparameter lambda (λ)=0, Cost Configurations=Average over 5 fixed combinations2025.084.440.6930.856
EGSCSupervision=Supervised, Cost Configuration=52025.084.50.7310.899
SimGNNSupervision=Supervised, Cost Configuration=52025.084.640.7180.885
GEDANTraining Type=Unsupervised, Hyperparameter lambda (λ)=1, Cost Configurations=Average over 5 fixed combinations2025.084.910.6640.841
EGSCLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.085.030.6810.86
ERICSupervision=Supervised, Cost Configuration=52025.085.050.6870.865
GraphEDXORLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.085.10.6950.848
ERICTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.085.250.6880.85
GraphEDXXORSupervision=Supervised, Cost Configuration=52025.085.250.6660.861
SIMGNNTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.085.380.6890.855
GEDAN(λ=0)Learning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.085.420.6640.835
GEDANSupervision=Supervised, lambda=0, Cost Configuration=52025.085.510.6930.848
GEDANSupervision=Unsupervised, lambda=1, Cost Configuration=52025.085.560.650.839
ERICLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.086.110.630.795
GEDAN(λ=1)Learning Paradigm=Unsupervised, GED Cost Configuration=Configuration 32025.086.290.6390.815
Approximated GEDLearning Paradigm=Unsupervised, GED Cost Configuration=Configuration 32025.086.30.6430.804
SimGNNLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.086.840.6050.767
APPROXIMATED GEDTraining Type=Unsupervised, Cost Configurations=Average over 5 fixed combinations2025.087.430.4950.661
EUGENETraining Type=Unsupervised, Cost Configurations=Average over 5 fixed combinations2025.088.590.5930.719
EUGENELearning Paradigm=Unsupervised, GED Cost Configuration=Configuration 32025.0810.850.6280.764
APPROXIMATED GEDSupervision=Unsupervised, Cost Configuration=52025.0811.960.250.277
EUGENESupervision=Unsupervised, Cost Configuration=52025.0812.270.3790.423