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

57.31AccuracyP-Poinc
32.537238.968645.451.8314Apr 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 validation2023.0157.31
TFGWInput Structure=Adjacency, L=22022.0556.8
TFGWInput Structure=Shortest-path, L=22022.0554.9
GSN-eProtocol=10-fold cross validation2023.0154.3
HiGCNevaluation_protocol=10-fold cross-validation2023.0952.7
WWL2022.0552.6
FGSD2019.0552.41
MPSNevaluation_protocol=10-fold cross-validation2023.0952.4
GINevaluation_protocol=10-fold cross-validation2023.0952.3
GINProtocol=10-fold cross validation2023.0152.3
GIN2019.0552.3
GINMethod Category=Graph2026.0552.3
GIN-0category=GNN2021.0252.19
OT-GNNL=22022.0552.1
OT-GNNL=42022.0551.9
DropGIN2022.0551.6
AWE-FB2019.0551.58
AWE-DD2019.0551.54
Natural GNevaluation_protocol=10-fold cross-validation2023.0951.3
S2S-N2N-PPProtocol=10-fold cross validation2023.0151.19
WL kernelevaluation_protocol=10-fold cross-validation2023.0950.9
GIN2022.0550.9
PathNN-PK=12023.0650.8
PathNN-SP+K=22023.0650.7
GDL-gcategory=OT (Ours), Graph Representation=ADJ2021.0250.64
PPGNsevaluation_protocol=10-fold cross-validation2023.0950.5
PPGN2022.0550.5
Ours 3b=256, d=3, suffix=(ii)2019.0550.46
WEGL2022.0550.3
Set-Transformernode embeddings=struc2vec2019.0450.25
PathNN-SPK=22023.0650
Ours 1b=400, d=2, suffix=(ii)2019.0550
S-GWKcategory=OT, Graph Representation=ADJ2021.0249.97
RepSetnode embeddings=struc2vec2019.0449.93
NN-meannode embeddings=struc2vec2019.0449.92
PathNN-APK=22023.0649.8
NN-attentionnode embeddings=struc2vec2019.0449.56
WKPI-kCProtocol=10-fold cross validation2023.0149.5
1-2-3 GNN2019.0549.5
WKPI-kCMethod Category=Topology-based2026.0549.5
GGSN+EKDepth N=4, Aggregation=low pass, Classifier=Euclidean SVM with RBF-kernel, Protocol=10-fold cross validation2023.0149.47
S-GWKcategory=OT, Graph Representation=heatLAP2021.0249.24
PathNetN=10, K=22023.0649.1
GDL-wcategory=OT (Ours), Graph Representation=ADJ2021.0249.01
ApproxRepSetnode embeddings=struc2vec2019.0448.92
FGWInput Structure=Adjacency2022.0548.9
FGWKcategory=OT, Graph Representation=ADJ2021.0248.89
PersLayMethod Category=Topology-based2026.0548.8
GS-SVMProtocol=10-fold cross validation2023.0148.73
Invariant Graph Networks2019.0548.73
IGNevaluation_protocol=10-fold cross-validation2023.0948.7
RetGK2019.0448.7
ECPMethod Category=Topology-based2026.0548.7
SAEN2019.0448.53
WL2022.0548.5
GIN2023.0648.5
GDL-gcategory=OT (Ours), Graph Representation=SP2021.0248.47
NN-maxnode embeddings=struc2vec2019.0448.28
GAT2023.0648.2
FGWKcategory=OT, Graph Representation=heatLAP2021.0248.11
GDL-wcategory=OT (Ours), Graph Representation=SP2021.0248.03
DGCNN2019.0447.83
DGCNNProtocol=10-fold cross validation2023.0147.83
DGCNN2019.0547.83
DGCNNevaluation_protocol=10-fold cross-validation2023.0947.8
FGWInput Structure=Shortest-path2022.0547.8
FGWKcategory=OT, Graph Representation=SP2021.0247.8
RetGKMethod Category=Graph2026.0547.7
DeepSetsnode embeddings=struc2vec2019.0447.62
GraphSAGE2023.0647.6
GWF-rcategory=OT, Graph Representation=ADJ2021.0247.53
GWF-fcategory=OT, Graph Representation=ADJ2021.0247.19
WKPI-kMMethod Category=Topology-based2026.0546.4
PATCHY-SAN2022.0545.9
DIFFPOOL2022.0545.8
PSCNcategory=GNN2021.0245.7
DGCNN2023.0645.6
DiffPool2023.0645.6
PSCNk=102019.0445.23
PSCNProtocol=10-fold cross validation2023.0145.23
PSCNk=102019.0545.23
Ours 2b=400, d=2, suffix=(i)2019.0544.73
Deep GR2019.0444.55
DGK2019.0544.55
DGKProtocol=10-fold cross validation2023.0144.5
PLACEClassification Protocol=linear SVM, Descriptor Filter=betw+ricci2026.0544.5
ECC2023.0643.5
GKcategory=Kernels, K=32021.0241.85
SPKcategory=Kernels2021.0239.07
DCNNevaluation_protocol=10-fold cross-validation2023.0933.5
DCNN2019.0533.49