List your company
ResearchFormerly WizWand

Node Classification on snap-patents (test)

74.72AccuracyMRS-Dir-GCNDA
20.889634.864848.8462.8152May 29, 2020Feb 20, 2021Nov 14, 2021Aug 8, 2022May 2, 2023Jan 24, 2024Oct 18, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MRS-Dir-GCNDAmodule=MRS-GCNDA2024.0974.72
CoEDedge direction learning=false2024.1074.67
Dir-GNN2024.0973.95
DirGNN2024.1073.95
A2DUG2023.0672.38
GRAD. GATING2024.0969.5
FSGNN2024.0965.07
Chung2024.1064.77
GLOGNN2024.0962.09
LINKX2024.0961.95
LINKXgraph_type=directed2023.0661.09
LINKXsampling_strategy=i.i.d. node minibatching2021.1060.27
LINKgraph_type=directed2023.0657.54
ACM-GCN2024.0955.14
LINKXgraph_type=undirected2023.0651.4
GCN2024.0951.02
GCN2024.1051.02
NLGCNbase_architecture=GCN, aggregation=non-local2020.0550.8
LINKgraph_type=undirected2023.0649.93
SAGE2024.1048.43
Co-GNN2024.1048.31
NLGATbase_architecture=GAT, aggregation=non-local2020.0548.3
MixHopsampling_strategy=Cluster-GCN2021.1046.82
GAT2024.1045.92
GCN2020.0545.7
LINKsampling_strategy=i.i.d. node minibatching2021.1045.65
FSGNN2023.0645.44
GAT2020.0545.4
GPR-GNN2024.0940.19
ACMGCN2023.0640.07
GCN2023.0639.99
GCNJKsampling_strategy=Cluster-GCN2021.1037.62
SGC2023.0635.26
MixHopsampling_strategy=GraphSAINT-RW2021.1034.21
GCNJKsampling_strategy=GraphSAINT-RW2021.1033.05
GPRGNN2023.0632.44
MLP2023.0631.49
MLP2024.0931.34
MLP2024.1031.34
MixHopsampling_strategy=GraphSAINT-Node2021.1027.45
GCNJKsampling_strategy=GraphSAINT-Node2021.1026.97
MLPsampling_strategy=i.i.d. node minibatching2021.1022.96