Graph Classification on IMDB-M (10-fold cross-validation)
57.31AccuracyP-Poinc
Evaluation Results
| Method | Links | |
|---|---|---|
| P-PoincProtocol=10-fold cross validation2023.01 | 57.31 | |
| TFGWInput Structure=Adjacency, L=22022.05 | 56.8 | |
| TFGWInput Structure=Shortest-path, L=22022.05 | 54.9 | |
| GSN-eProtocol=10-fold cross validation2023.01 | 54.3 | |
| HiGCNevaluation_protocol=10-fold cross-validation2023.09 | 52.7 | |
| WWL2022.05 | 52.6 | |
| FGSD2019.05 | 52.41 | |
| MPSNevaluation_protocol=10-fold cross-validation2023.09 | 52.4 | |
| GINevaluation_protocol=10-fold cross-validation2023.09 | 52.3 | |
| GINProtocol=10-fold cross validation2023.01 | 52.3 | |
| GIN2019.05 | 52.3 | |
| GINMethod Category=Graph2026.05 | 52.3 | |
| GIN-0category=GNN2021.02 | 52.19 | |
| OT-GNNL=22022.05 | 52.1 | |
| OT-GNNL=42022.05 | 51.9 | |
| DropGIN2022.05 | 51.6 | |
| AWE-FB2019.05 | 51.58 | |
| AWE-DD2019.05 | 51.54 | |
| Natural GNevaluation_protocol=10-fold cross-validation2023.09 | 51.3 | |
| S2S-N2N-PPProtocol=10-fold cross validation2023.01 | 51.19 | |
| WL kernelevaluation_protocol=10-fold cross-validation2023.09 | 50.9 | |
| GIN2022.05 | 50.9 | |
| PathNN-PK=12023.06 | 50.8 | |
| PathNN-SP+K=22023.06 | 50.7 | |
| GDL-gcategory=OT (Ours), Graph Representation=ADJ2021.02 | 50.64 | |
| PPGNsevaluation_protocol=10-fold cross-validation2023.09 | 50.5 | |
| PPGN2022.05 | 50.5 | |
| Ours 3b=256, d=3, suffix=(ii)2019.05 | 50.46 | |
| WEGL2022.05 | 50.3 | |
| Set-Transformernode embeddings=struc2vec2019.04 | 50.25 | |
| PathNN-SPK=22023.06 | 50 | |
| Ours 1b=400, d=2, suffix=(ii)2019.05 | 50 | |
| S-GWKcategory=OT, Graph Representation=ADJ2021.02 | 49.97 | |
| RepSetnode embeddings=struc2vec2019.04 | 49.93 | |
| NN-meannode embeddings=struc2vec2019.04 | 49.92 | |
| PathNN-APK=22023.06 | 49.8 | |
| NN-attentionnode embeddings=struc2vec2019.04 | 49.56 | |
| WKPI-kCProtocol=10-fold cross validation2023.01 | 49.5 | |
| 1-2-3 GNN2019.05 | 49.5 | |
| WKPI-kCMethod Category=Topology-based2026.05 | 49.5 | |
| GGSN+EKDepth N=4, Aggregation=low pass, Classifier=Euclidean SVM with RBF-kernel, Protocol=10-fold cross validation2023.01 | 49.47 | |
| S-GWKcategory=OT, Graph Representation=heatLAP2021.02 | 49.24 | |
| PathNetN=10, K=22023.06 | 49.1 | |
| GDL-wcategory=OT (Ours), Graph Representation=ADJ2021.02 | 49.01 | |
| ApproxRepSetnode embeddings=struc2vec2019.04 | 48.92 | |
| FGWInput Structure=Adjacency2022.05 | 48.9 | |
| FGWKcategory=OT, Graph Representation=ADJ2021.02 | 48.89 | |
| PersLayMethod Category=Topology-based2026.05 | 48.8 | |
| GS-SVMProtocol=10-fold cross validation2023.01 | 48.73 | |
| Invariant Graph Networks2019.05 | 48.73 | |
| IGNevaluation_protocol=10-fold cross-validation2023.09 | 48.7 | |
| RetGK2019.04 | 48.7 | |
| ECPMethod Category=Topology-based2026.05 | 48.7 | |
| SAEN2019.04 | 48.53 | |
| WL2022.05 | 48.5 | |
| GIN2023.06 | 48.5 | |
| GDL-gcategory=OT (Ours), Graph Representation=SP2021.02 | 48.47 | |
| NN-maxnode embeddings=struc2vec2019.04 | 48.28 | |
| GAT2023.06 | 48.2 | |
| FGWKcategory=OT, Graph Representation=heatLAP2021.02 | 48.11 | |
| GDL-wcategory=OT (Ours), Graph Representation=SP2021.02 | 48.03 | |
| DGCNN2019.04 | 47.83 | |
| DGCNNProtocol=10-fold cross validation2023.01 | 47.83 | |
| DGCNN2019.05 | 47.83 | |
| DGCNNevaluation_protocol=10-fold cross-validation2023.09 | 47.8 | |
| FGWInput Structure=Shortest-path2022.05 | 47.8 | |
| FGWKcategory=OT, Graph Representation=SP2021.02 | 47.8 | |
| RetGKMethod Category=Graph2026.05 | 47.7 | |
| DeepSetsnode embeddings=struc2vec2019.04 | 47.62 | |
| GraphSAGE2023.06 | 47.6 | |
| GWF-rcategory=OT, Graph Representation=ADJ2021.02 | 47.53 | |
| GWF-fcategory=OT, Graph Representation=ADJ2021.02 | 47.19 | |
| WKPI-kMMethod Category=Topology-based2026.05 | 46.4 | |
| PATCHY-SAN2022.05 | 45.9 | |
| DIFFPOOL2022.05 | 45.8 | |
| PSCNcategory=GNN2021.02 | 45.7 | |
| DGCNN2023.06 | 45.6 | |
| DiffPool2023.06 | 45.6 | |
| PSCNk=102019.04 | 45.23 | |
| PSCNProtocol=10-fold cross validation2023.01 | 45.23 | |
| PSCNk=102019.05 | 45.23 | |
| Ours 2b=400, d=2, suffix=(i)2019.05 | 44.73 | |
| Deep GR2019.04 | 44.55 | |
| DGK2019.05 | 44.55 | |
| DGKProtocol=10-fold cross validation2023.01 | 44.5 | |
| PLACEClassification Protocol=linear SVM, Descriptor Filter=betw+ricci2026.05 | 44.5 | |
| ECC2023.06 | 43.5 | |
| GKcategory=Kernels, K=32021.02 | 41.85 | |
| SPKcategory=Kernels2021.02 | 39.07 | |
| DCNNevaluation_protocol=10-fold cross-validation2023.09 | 33.5 | |
| DCNN2019.05 | 33.49 |