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Graph Explanation on ZINC250K HLM-CLint (test)

0.796Fidelity+PGIBcont + merge
0.687840.715920.7440.77208Dec 18, 2021Apr 10, 2022Aug 2, 2022Nov 23, 2022Mar 17, 2023Jul 8, 2023Oct 30, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PGIBcont + mergeSparsity (k)=0.5, merging prototypes=true2023.100.7960.543
VGIBSparsity=0.5, Target Model=GCN2021.120.7920.579
VGIBSparsity (k)=0.52023.100.7920.579
GraphGrad-CAMSparsity=0.5, Target Model=GCN2021.120.7820.668
GIBSparsity=0.5, Target Model=GCN2021.120.7810.643
GIBSparsity (k)=0.52023.100.7810.643
GNNExplainerSparsity=0.5, Target Model=GCN2021.120.7780.616
GNNexplainerSparsity (k)=0.52023.100.7780.616
PGIBcontSparsity (k)=0.52023.100.7720.593
IGExplainerSparsity=0.5, Target Model=GCN2021.120.7580.686
GraphMaskSparsity=0.5, Target Model=GCN2021.120.7060.592
PGExplainerSparsity=0.5, Target Model=GCN2021.120.6920.62
PGexplainerSparsity (k)=0.52023.100.6920.62