List your company
ResearchFormerly WizWand

Graph Classification on IMDB-B (10-fold cross-validation)

81.86AccuracyP-Poinc
70.565673.497876.4379.3622Apr 3, 2019Jun 7, 2020Aug 12, 2021Oct 18, 2022Dec 23, 2023Feb 26, 2025May 4, 2026
Updated 6mo ago

Evaluation results

MethodLinks
P-PoincProtocol=10-fold cross validation2023.0181.86
ESAN + SSMAaggregation=SSMA2024.0980.6
TFGWInput Structure=Adjacency, L=22022.0578.3
GSN2021.1077.8
GSN-eProtocol=10-fold cross validation2023.0177.8
GSNEvaluation Protocol=10-fold CV2023.0877.8
ESANaggregation=sum, reported=true2024.0977.1
PINEvaluation Protocol=10-fold CV2023.0876.6
HiGCNevaluation_protocol=10-fold cross-validation2023.0976.2
DropGINComplexity=O(rn), r≈202021.1175.7
MPSNevaluation_protocol=10-fold cross-validation2023.0975.6
PDF2023.1075.6
SIN2021.1075.6
CIN2021.1075.6
SINEvaluation Protocol=10-fold CV2023.0875.6
CINEvaluation Protocol=10-fold CV2023.0875.6
GCN + SSMAaggregation=SSMA2024.0975.2
GINevaluation_protocol=10-fold cross-validation2023.0975.1
GIN2023.1075.1
GINComplexity=O(n)2021.1175.1
GIN2021.1075.1
WKPI-kCProtocol=10-fold cross validation2023.0175.1
GINProtocol=10-fold cross validation2023.0175.1
GINEvaluation Protocol=10-fold CV2023.0875.1
Invariant Graph Networks2019.0575.1
GIN2019.0575.1
WKPI-kCMethod Category=Topology-based2026.0575.1
GINMethod Category=Graph2026.0575.1
GIN-AK+2021.1075
GCN22023.1074.8
GIN-0category=GNN2021.0274.7
GAT + SSMAaggregation=SSMA2024.0974.5
PK2023.1074.45
AWE-DD2019.0574.45
k-GNN2023.1074.2
1-2-3 GNNComplexity=O(n^4)2021.1174.2
1-2-3 GNN2019.0574.2
MFNBackbone=GCN2023.1074.1
TFGWInput Structure=Shortest-path, L=22022.0574.1
GIN + SSMAaggregation=SSMA2024.0974.1
PNA + SSMAaggregation=SSMA2024.0974.1
WL kernelevaluation_protocol=10-fold cross-validation2023.0973.8
WL subtreeComplexity=O(n)2021.1173.8
WL kernel2021.1073.8
S2S-N2N-PPProtocol=10-fold cross validation2023.0173.8
WL KernelEvaluation Protocol=10-fold CV2023.0873.8
FGSD2019.0573.62
Natural GNevaluation_protocol=10-fold cross-validation2023.0973.5
Natural GN2021.1073.5
Natural GNEvaluation Protocol=10-fold CV2023.0873.5
TabPFN-GNevaluation protocol=10-fold cross-validation2025.1273.3
ECPMethod Category=Topology-based2026.0573.3
GGSN+EKDepth N=4, Aggregation=low pass, Classifier=Euclidean SVM with RBF-kernel, Protocol=10-fold cross validation2023.0173.2
AWE-FB2019.0573.13
CapsGNN2023.1073.1
PPGNsevaluation_protocol=10-fold cross-validation2023.0973
PPGNN2023.1073
PPGNComplexity=O(n^3)2021.1173
PPGNS2021.1073
PPGN2022.0573
PPGNsEvaluation Protocol=10-fold CV2023.0873
Ours 3b=256, d=3, suffix=(ii)2019.0573
GATv2 + SSMAaggregation=SSMA2024.0972.8
PathNN-PK=12023.0672.6
PathNNEvaluation Protocol=10-fold CV2023.0872.6
Ours 1b=400, d=2, suffix=(ii)2019.0572.6
NN-attentionnode embeddings=struc2vec2019.0472.4
RepSetnode embeddings=struc2vec2019.0472.4
GraphSAGE2023.1072.3
RetGK2019.0472.3
Ours 2b=400, d=2, suffix=(i)2019.0572.2
GDL-gcategory=OT (Ours), Graph Representation=ADJ2021.0272.06
IGNevaluation_protocol=10-fold cross-validation2023.0972
IGN2023.1072
IGN2021.1072
IGNEvaluation Protocol=10-fold CV2023.0872
S-GWKcategory=OT, Graph Representation=ADJ2021.0271.95
PNAaggregation=sum, reproduced=true2024.0971.9
PNAevaluation protocol=10-fold cross-validation2025.1271.9
RetGKMethod Category=Graph2026.0571.9
PathNN-APK=22023.0671.7
WWL2022.0571.6
WLProtocol=10-fold cross validation2023.0171.6
SAEN2019.0471.59
NN-meannode embeddings=struc2vec2019.0471.48
ApproxRepSetnode embeddings=struc2vec2019.0471.46
GINaggregation=sum, reproduced=true2024.0971.3
GINevaluation protocol=10-fold cross-validation2025.1271.3
PSCNcategory=GNN2021.0271.23
Set-Transformernode embeddings=struc2vec2019.0471.21
GS-SVMProtocol=10-fold cross validation2023.0171.2
GIN2023.0671.2
PersLayMethod Category=Topology-based2026.0571.2
GraphGPS + SSMAaggregation=SSMA2024.0971.1
S-GWKcategory=OT, Graph Representation=heatLAP2021.0271.05
AWE2023.1071
PSCNk=102019.0471
PatchySanComplexity=O(n)2021.1171
PSCNProtocol=10-fold cross validation2023.0171
PSCNk=102019.0571