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ResearchFormerly WizWand

Graph Classification on NCI109 (test)

87.4AccuracyWKPI-kC
59.902467.041274.1881.3188Apr 27, 2019Feb 18, 2020Dec 12, 2020Oct 6, 2021Jul 30, 2022May 24, 2023Mar 17, 2024
Updated 3mo ago

Evaluation results

MethodLinks
WKPI-kCvariant=kC2019.0487.4
WL-OA2019.0486.3
WKPI-KMvariant=KM2019.0485.9
P-WL-UC2019.0485.1
WL2019.0484.5
GraphTrans (large)GNN Type=GIN, GNN layer count=42022.0182.3
DiffPool-TIPTIP=true2024.0281.09
HGP-SLCategory=Proposed2019.1180.67
GIN-GUMPClass=Ours2024.0380.5
SignGT2023.1080.48
DGK2019.0480.3
GAT2023.1079.93
Graphormer2023.1079.91
GIN2024.0279.66
MinCutPool-TIPTIP=true2024.0279.48
GSN2024.0279.45
GraphTrans (small)GNN Type=GCN, GNN layer count=32022.0179.2
GraphTrans2023.1079.2
GraphSAGE2024.0279.16
Graclus2024.0279.13
SAT2023.1079.06
EdgePoolCategory=Pooling2019.1179.02
GT2023.1078.94
FGSD2019.0478.8
HGP-SLHOPCategory=Proposed2019.1178.78
HGP-SLDENCategory=Proposed2019.1178.76
DMONPool-TIPTIP=true2024.0278.46
TOGL2024.0278.27
DGCNNCategory=Pooling2019.1178.23
Kiani et al.Class=-2024.0378.1
GCN2023.1078.05
TopK2024.0277.96
GraphSAGE2023.1077.27
DiffPoolCategory=Pooling2019.1177.13
DIGLClass=Rewiring (GIN)2024.0376.88
DMONPoolTIP=false2024.0276.62
gPoolCategory=Pooling2019.1176.61
DiffPoolTIP=false2024.0276.5
HGP-SLNSLCategory=Proposed2019.1176.32
WLCategory=Kernels2019.1176.19
EigenPoolCategory=Pooling2019.1175.99
GCNCategory=GNNs2019.1175.91
MinCutPoolTIP=false2024.0275.88
GATCategory=GNNs2019.1175.81
SAGPoolCategory=Pooling2019.1175.74
GTRClass=Rewiring (GIN)2024.0375.28
GINClass=-2024.0374.93
GCN2024.0274.9
EigenGCN-3H (number of pooling operators)=32019.0474.9
EigenGCN-2H (number of pooling operators)=22019.0474.8
EigenGCN-1H (number of pooling operators)=12019.0474.6
ADGNClass=Diffusion2024.0374.31
GraphSAGECategory=GNNs2019.1174.17
Diff-poolpooling=hierarchical2019.0474.1
SAGPoolgGNN Type=GCN, GNN layer count=32022.0174.1
SortPoolGNN Type=GCN, GNN layer count=32022.0174
SDRFClass=Rewiring (GIN)2024.0373.89
Set2SetCategory=Pooling2019.1173.66
SortPool2023.1073.53
GINClass=-, extra_layers=true2024.0372.47
DGCNNpooling=flat2019.0472.3
GRITClass=K-hop MP2024.0371.68
GCNpooling=flat2019.0470.7
GraphSagepooling=flat2019.0470.3
Transformer2023.1070.24
Transformer2022.0170.1
FoSRClass=Rewiring (GIN)2024.0369.93
Set2Set2023.1069.88
Set2SetGNN Type=GCN, GNN layer count=32022.0169.8
Ortho-GConvClass=-2024.0368.91
SET2SETpooling=flat2019.0468.6
SAGPool2023.1067.91
SAGPoolhGNN Type=GCN, GNN layer count=32022.0167.9
SPCategory=Kernels2019.1167.72
GRANDClass=Diffusion2024.0367.26
GPSClass=Transformer2024.0361.01
GRAPHLETCategory=Kernels2019.1160.96