Graph Classification on PTC
77.64AccuracyGIC
Evaluation Results
| Method | Links | |
|---|---|---|
| GIC2018.11 | 77.64 | |
| (s)GIN-0neighborhood enlargement=true, epsilon=02019.05 | 73.56 | |
| (s)GIN-epsilonneighborhood enlargement=true2019.05 | 72.16 | |
| GFNInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 70.63 | |
| GRANOLAbackbone=GIN2024.04 | 69.9 | |
| GRANOLAvariant=MS, backbone=GIN2024.04 | 69.8 | |
| UGformerArchitecture=Variant 1, Inference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 69.63 | |
| (s)GCNneighborhood enlargement=true2019.05 | 69.23 | |
| DSS-GNNbackbone=GIN, variant=EGO+2024.04 | 69.2 | |
| BC + CapsulesLabelling Procedure=Betweenness Centrality2019.02 | 69 | |
| GIN + DIGRAF (W/O ADAP.)Backbone=GIN, Activation=DIGRAF, Adaptive=false2024.07 | 68.9 | |
| SEG-BERTStrategy=padding/pruning, Graph residual terms=none2020.02 | 68.86 | |
| SEG-BERT*Strategy=Best results obtained with all three unification strategies2020.02 | 68.86 | |
| DS-GNNbackbone=GIN, variant=EGO+2024.04 | 68.7 | |
| GIN + DIGRAFBackbone=GIN, Activation=DIGRAF, Adaptive=true2024.07 | 68.6 | |
| NGRAMCNN2018.11 | 68.57 | |
| GSN2024.04 | 68.2 | |
| CIN2024.04 | 68.2 | |
| WKPI-KC2019.04 | 68.1 | |
| GINnormalization=MeanSubtractionNorm2024.04 | 68 | |
| GINnormalization=GraphSizeNorm2024.04 | 68 | |
| GNN-AK+2024.04 | 67.8 | |
| GIN + MaxBackbone=GIN, Activation=Max2024.07 | 67.7 | |
| GIN + MedianBackbone=GIN, Activation=Median2024.07 | 67.7 | |
| SUNbackbone=GIN, variant=EGO+2024.04 | 67.6 | |
| GINnormalization=DiffGroupNorm2024.04 | 67.4 | |
| GraphSAGE2022.07 | 67.1 | |
| GINnormalization=RNF-NORM2024.04 | 67.1 | |
| GINnormalization=PairNorm2024.04 | 67.1 | |
| GIN + PReLUBackbone=GIN, Activation=PReLU2024.07 | 66.9 | |
| GIN + MaxoutBackbone=GIN, Activation=Maxout2024.07 | 66.8 | |
| GATInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 66.7 | |
| GIN2019.04 | 66.6 | |
| GINnormalization=LayerNorm-graph2024.04 | 66.4 | |
| GIN + IdentityBackbone=GIN, Activation=Identity2024.07 | 66.2 | |
| PPGNInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 66.17 | |
| GCAPS-CNN2018.05 | 66.01 | |
| GCAPS-CNNAlgorithm=GCAPS-CNN2019.02 | 66.01 | |
| GCAPS-CNN2020.02 | 66.01 | |
| GCAPSInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 66.01 | |
| GRANOLAvariant=NO-RNF, backbone=GIN2024.04 | 65.8 | |
| GraphConv + ID-GNN2024.04 | 65.4 | |
| GIN + GeLUBackbone=GIN, Activation=GeLU2024.07 | 65.4 | |
| GIN + ELUBackbone=GIN, Activation=ELU2024.07 | 65.4 | |
| GINnormalization=LayerNorm-node2024.04 | 65.3 | |
| GIN + SigmoidBackbone=GIN, Activation=Sigmoid2024.07 | 65.3 | |
| GINnormalization=NodeNorm2024.04 | 65.1 | |
| GIN + TanhBackbone=GIN, Activation=Tanh2024.07 | 65.1 | |
| GIN + SwishBackbone=GIN, Activation=Swish2024.07 | 65.1 | |
| hGANetk=82019.07 | 65.02 | |
| GIN + LeakyReLUBackbone=GIN, Activation=LeakyReLU2024.07 | 65 | |
| GINnormalization=GraphNorm2024.04 | 64.9 | |
| GIN + GRELUBackbone=GIN, Activation=GRELU2024.07 | 64.9 | |
| SEG-BERTStrategy=padding/pruning, Graph residual terms=raw2020.02 | 64.84 | |
| GINnormalization=InstanceNorm2024.04 | 64.7 | |
| GINnormalization=SuperNorm2024.04 | 64.7 | |
| GIN-0neighborhood enlargement=false, epsilon=02019.05 | 64.6 | |
| GIN-0Inference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 64.6 | |
| GINnormalization=BatchNorm2024.04 | 64.6 | |
| GIN + ReLUBackbone=GIN, Activation=ReLU2024.07 | 64.6 | |
| LDPextra node feature=label2018.11 | 64.5 | |
| DropEdge2024.04 | 64.5 | |
| GINnormalization=BatchNorm, positional_encoding=RNF-PE2024.04 | 64.4 | |
| GCNneighborhood enlargement=false2019.05 | 64.2 | |
| GCNInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 64.2 | |
| Nauty + CapsulesLabelling Procedure=Nauty2019.02 | 63.9 | |
| GraphSAGEInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 63.9 | |
| GIN-epsilonneighborhood enlargement=false2019.05 | 63.7 | |
| WL-OA2018.11 | 63.6 | |
| cGANet2019.07 | 63.53 | |
| P-WL-UC2019.04 | 63.5 | |
| MLGCategory=Graph Kernel2018.05 | 63.26 | |
| MLGAlgorithm=MLG2019.02 | 63.26 | |
| GINnormalization=Identity2024.04 | 63.1 | |
| GCN + Dense2019.05 | 63 | |
| PiNetp=0, q=0, search_mode=Manual2019.05 | 63 | |
| PiNetsearch_mode=Learned2019.05 | 63 | |
| DAGCN2019.04 | 62.88 | |
| DAGCN2020.02 | 62.88 | |
| FGSD2018.11 | 62.8 | |
| WKPI-KM2019.04 | 62.7 | |
| RetGK2019.04 | 62.5 | |
| RetGk2018.11 | 62.5 | |
| PF2019.04 | 62.4 | |
| PSCN2019.04 | 62.3 | |
| PSCN2018.11 | 62.3 | |
| PSCNk=10, node_attribute=labels, time (seconds)=62016.05 | 62.29 | |
| PSCNCategory=Deep Learning2018.05 | 62.29 | |
| PSCNAlgorithm=PSCN2019.02 | 62.29 | |
| PSCN2019.07 | 62.29 | |
| PSCN2020.02 | 62.29 | |
| PSCNInference Setting=Inductive, Evaluation Protocol=10-fold cross-validation2019.09 | 62.29 | |
| WLKernel2019.05 | 62 | |
| LDPextra node feature=none2018.11 | 61.7 | |
| GCN + Sum2019.05 | 61 | |
| graph2vec2017.07 | 60.17 | |
| DGK2019.04 | 60.1 | |
| DGK2018.11 | 60.1 | |
| DGKCategory=Graph Kernel2018.05 | 60.08 | |
| DGKAlgorithm=DGK2019.02 | 60.08 |