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SOTA Multi-label node classification benchmarks and papers with code | Wizwand
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Multi-label node classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Abnomal (6:2:2)
GCN+LIP
Macro F1
53.98
12
23d ago
BlogCat (6:2:2)
GCN+LIP
Macro F1
59.02
12
23d ago
Delve-M (6:2:2)
GCN+LIP
Macro F1
58.87
12
23d ago
DBLP (6:2:2)
GCN+LIP
Macro F1 Score
86.5
12
23d ago
Abnomal (2:2:6 split)
GCN+LIP
Macro F1
51.91
11
23d ago
BlogCat (2:2:6 split)
GCN+LIP
Macro F1
57.07
11
23d ago
Delve-M (2:2:6 split)
GCN+LIP
Macro F1
52.56
11
23d ago
DBLP 2:2:6
GCN+LIP
Macro F1
84.05
11
23d ago
EukLoc node split (6:2:2)
GCN+LIP
Macro AUC
72.92
11
23d ago
HumLoc node split (6:2:2)
GCN+LIP
Macro AUC
73.22
11
23d ago
PCG node split (6:2:2)
GCN+LIP
Macro AUC
65.73
11
23d ago
OGB-p node split (6:2:2)
GCN+LIP
Macro AUC
74.82
11
23d ago
BlogCat node split (6:2:2)
GCN+LIP
Macro AUC
70.21
11
23d ago
DBLP node split (6:2:2)
GCN+LIP
Macro AUC
94.38
11
23d ago
CITE
FOCAL
Micro-F1
42.24
9
3mo ago
Amazon
FOCAL
Micro F1 Score
93.05
9
3mo ago
IMDB
FOCAL
Micro-F1
66.92
9
3mo ago
ogbn-proteins (val)
UniMP+CrossEdgeFeat
ROC AUC
0.9258
8
4mo ago
EukLoc (inductive)
SAGE+LIP
AUC
66.35
6
23d ago
DBLP (inductive)
SAGE+LIP
AUC
79.32
6
23d ago
YouTube (test)
PBG
Micro F1 Score
48
4
4mo ago
Wikipedia word cooccurrence network (50% labels)
node2vec
Macro F1
15.52
4
4mo ago
PPI Homo sapiens (50% labels)
node2vec
Macro F1
0.1791
4
4mo ago
BlogCatalog (50% labels)
node2vec
Macro-F1
0.2581
4
4mo ago
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