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Graph Edit Distance Approximation on AIDS

2.82RMSEGEDAN
2.43285.04647.6610.2736Aug 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GEDANSupervision=Supervised, Cost Configuration=1, lambda=02025.082.820.4840.694
EGSCSupervision=Supervised, Cost Configuration=12025.082.940.4630.638
GREEDTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.083.050.4290.633
GREEDLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.083.050.4670.663
GREEDSupervision=Supervised, Cost Configuration=12025.083.10.3490.545
GREEDSupervision=Supervised, Cost Configuration=52025.083.140.5090.69
SIMGNNSupervision=Supervised, Cost Configuration=12025.083.470.5710.764
GEDANSupervision=Unsupervised, Cost Configuration=1, lambda=12025.083.540.4370.652
GRAPHEDXXORSupervision=Supervised, Cost Configuration=12025.083.580.5570.745
ERICSupervision=Supervised, Cost Configuration=12025.083.660.4250.656
APPROXIMATED GEDSupervision=Unsupervised, Cost Configuration=12025.083.890.3720.542
EUGENESupervision=Unsupervised, Cost Configuration=12025.084.320.5050.658
GEDANTraining Type=Supervised, Hyperparameter lambda (λ)=0, Cost Configurations=Average over 5 fixed combinations2025.084.580.4770.696
EGSCTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.084.630.4670.643
GraphEDXXORSupervision=Supervised, Cost Configuration=52025.084.650.6050.835
GRAPHEDXXORTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.084.690.5790.802
GEDANTraining Type=Unsupervised, Hyperparameter lambda (λ)=1, Cost Configurations=Average over 5 fixed combinations2025.085.190.4360.658
ERICSupervision=Supervised, Cost Configuration=52025.085.360.4610.666
ERICTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.085.440.4750.689
GraphEDXORLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.085.450.5910.811
EGSCSupervision=Supervised, Cost Configuration=52025.085.470.4790.653
GEDANSupervision=Supervised, lambda=0, Cost Configuration=52025.085.50.4860.705
GEDAN(λ=0)Learning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.085.880.4260.641
SIMGNNTraining Type=Supervised, Cost Configurations=Average over 5 fixed combinations2025.085.930.5560.765
SimGNNSupervision=Supervised, Cost Configuration=52025.085.980.5710.788
GEDANSupervision=Unsupervised, lambda=1, Cost Configuration=52025.0860.4330.658
EGSCLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.086.150.4130.579
GEDAN(λ=1)Learning Paradigm=Unsupervised, GED Cost Configuration=Configuration 32025.086.720.3980.608
ERICLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.086.740.4380.631
APPROXIMATED GEDTraining Type=Unsupervised, Cost Configurations=Average over 5 fixed combinations2025.087.190.2720.402
SimGNNLearning Paradigm=Supervised, GED Cost Configuration=Configuration 32025.087.320.5230.706
Approximated GEDLearning Paradigm=Unsupervised, GED Cost Configuration=Configuration 32025.088.150.3280.495
EUGENETraining Type=Unsupervised, Cost Configurations=Average over 5 fixed combinations2025.088.60.4330.581
APPROXIMATED GEDSupervision=Unsupervised, Cost Configuration=52025.089.420.1160.176
EUGENESupervision=Unsupervised, Cost Configuration=52025.0811.270.260.333
EUGENELearning Paradigm=Unsupervised, GED Cost Configuration=Configuration 32025.0812.50.4370.564