Graph Classification on IMDB-B (10-fold cross-validation)
81.86AccuracyP-Poinc
Evaluation Results
| Method | Links | |
|---|---|---|
| P-PoincProtocol=10-fold cross validation2023.01 | 81.86 | |
| ESAN + SSMAaggregation=SSMA2024.09 | 80.6 | |
| TFGWInput Structure=Adjacency, L=22022.05 | 78.3 | |
| GSN2021.10 | 77.8 | |
| GSN-eProtocol=10-fold cross validation2023.01 | 77.8 | |
| GSNEvaluation Protocol=10-fold CV2023.08 | 77.8 | |
| ESANaggregation=sum, reported=true2024.09 | 77.1 | |
| PINEvaluation Protocol=10-fold CV2023.08 | 76.6 | |
| HiGCNevaluation_protocol=10-fold cross-validation2023.09 | 76.2 | |
| DropGINComplexity=O(rn), r≈202021.11 | 75.7 | |
| MPSNevaluation_protocol=10-fold cross-validation2023.09 | 75.6 | |
| PDF2023.10 | 75.6 | |
| SIN2021.10 | 75.6 | |
| CIN2021.10 | 75.6 | |
| SINEvaluation Protocol=10-fold CV2023.08 | 75.6 | |
| CINEvaluation Protocol=10-fold CV2023.08 | 75.6 | |
| GCN + SSMAaggregation=SSMA2024.09 | 75.2 | |
| GINevaluation_protocol=10-fold cross-validation2023.09 | 75.1 | |
| GIN2023.10 | 75.1 | |
| GINComplexity=O(n)2021.11 | 75.1 | |
| GIN2021.10 | 75.1 | |
| WKPI-kCProtocol=10-fold cross validation2023.01 | 75.1 | |
| GINProtocol=10-fold cross validation2023.01 | 75.1 | |
| GINEvaluation Protocol=10-fold CV2023.08 | 75.1 | |
| Invariant Graph Networks2019.05 | 75.1 | |
| GIN2019.05 | 75.1 | |
| WKPI-kCMethod Category=Topology-based2026.05 | 75.1 | |
| GINMethod Category=Graph2026.05 | 75.1 | |
| GIN-AK+2021.10 | 75 | |
| GCN22023.10 | 74.8 | |
| GIN-0category=GNN2021.02 | 74.7 | |
| GAT + SSMAaggregation=SSMA2024.09 | 74.5 | |
| PK2023.10 | 74.45 | |
| AWE-DD2019.05 | 74.45 | |
| k-GNN2023.10 | 74.2 | |
| 1-2-3 GNNComplexity=O(n^4)2021.11 | 74.2 | |
| 1-2-3 GNN2019.05 | 74.2 | |
| MFNBackbone=GCN2023.10 | 74.1 | |
| TFGWInput Structure=Shortest-path, L=22022.05 | 74.1 | |
| GIN + SSMAaggregation=SSMA2024.09 | 74.1 | |
| PNA + SSMAaggregation=SSMA2024.09 | 74.1 | |
| WL kernelevaluation_protocol=10-fold cross-validation2023.09 | 73.8 | |
| WL subtreeComplexity=O(n)2021.11 | 73.8 | |
| WL kernel2021.10 | 73.8 | |
| S2S-N2N-PPProtocol=10-fold cross validation2023.01 | 73.8 | |
| WL KernelEvaluation Protocol=10-fold CV2023.08 | 73.8 | |
| FGSD2019.05 | 73.62 | |
| Natural GNevaluation_protocol=10-fold cross-validation2023.09 | 73.5 | |
| Natural GN2021.10 | 73.5 | |
| Natural GNEvaluation Protocol=10-fold CV2023.08 | 73.5 | |
| TabPFN-GNevaluation protocol=10-fold cross-validation2025.12 | 73.3 | |
| ECPMethod Category=Topology-based2026.05 | 73.3 | |
| GGSN+EKDepth N=4, Aggregation=low pass, Classifier=Euclidean SVM with RBF-kernel, Protocol=10-fold cross validation2023.01 | 73.2 | |
| AWE-FB2019.05 | 73.13 | |
| CapsGNN2023.10 | 73.1 | |
| PPGNsevaluation_protocol=10-fold cross-validation2023.09 | 73 | |
| PPGNN2023.10 | 73 | |
| PPGNComplexity=O(n^3)2021.11 | 73 | |
| PPGNS2021.10 | 73 | |
| PPGN2022.05 | 73 | |
| PPGNsEvaluation Protocol=10-fold CV2023.08 | 73 | |
| Ours 3b=256, d=3, suffix=(ii)2019.05 | 73 | |
| GATv2 + SSMAaggregation=SSMA2024.09 | 72.8 | |
| PathNN-PK=12023.06 | 72.6 | |
| PathNNEvaluation Protocol=10-fold CV2023.08 | 72.6 | |
| Ours 1b=400, d=2, suffix=(ii)2019.05 | 72.6 | |
| NN-attentionnode embeddings=struc2vec2019.04 | 72.4 | |
| RepSetnode embeddings=struc2vec2019.04 | 72.4 | |
| GraphSAGE2023.10 | 72.3 | |
| RetGK2019.04 | 72.3 | |
| Ours 2b=400, d=2, suffix=(i)2019.05 | 72.2 | |
| GDL-gcategory=OT (Ours), Graph Representation=ADJ2021.02 | 72.06 | |
| IGNevaluation_protocol=10-fold cross-validation2023.09 | 72 | |
| IGN2023.10 | 72 | |
| IGN2021.10 | 72 | |
| IGNEvaluation Protocol=10-fold CV2023.08 | 72 | |
| S-GWKcategory=OT, Graph Representation=ADJ2021.02 | 71.95 | |
| PNAaggregation=sum, reproduced=true2024.09 | 71.9 | |
| PNAevaluation protocol=10-fold cross-validation2025.12 | 71.9 | |
| RetGKMethod Category=Graph2026.05 | 71.9 | |
| PathNN-APK=22023.06 | 71.7 | |
| WWL2022.05 | 71.6 | |
| WLProtocol=10-fold cross validation2023.01 | 71.6 | |
| SAEN2019.04 | 71.59 | |
| NN-meannode embeddings=struc2vec2019.04 | 71.48 | |
| ApproxRepSetnode embeddings=struc2vec2019.04 | 71.46 | |
| GINaggregation=sum, reproduced=true2024.09 | 71.3 | |
| GINevaluation protocol=10-fold cross-validation2025.12 | 71.3 | |
| PSCNcategory=GNN2021.02 | 71.23 | |
| Set-Transformernode embeddings=struc2vec2019.04 | 71.21 | |
| GS-SVMProtocol=10-fold cross validation2023.01 | 71.2 | |
| GIN2023.06 | 71.2 | |
| PersLayMethod Category=Topology-based2026.05 | 71.2 | |
| GraphGPS + SSMAaggregation=SSMA2024.09 | 71.1 | |
| S-GWKcategory=OT, Graph Representation=heatLAP2021.02 | 71.05 | |
| AWE2023.10 | 71 | |
| PSCNk=102019.04 | 71 | |
| PatchySanComplexity=O(n)2021.11 | 71 | |
| PSCNProtocol=10-fold cross validation2023.01 | 71 | |
| PSCNk=102019.05 | 71 |