TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN
|
Micro-F1 (20% training data)
|
93.11%
|
# 1
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN
|
Macro-F1 (20% training data)
|
92.24%
|
# 1
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN
|
Macro-F1 (60% training data)
|
93.70%
|
# 4
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN
|
Micro-F1 (80% training data)
|
93.99%
|
# 1
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN
|
Macro-F1 (80% training data)
|
93.08%
|
# 2
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
DeepWalk
|
Micro-F1 (20% training data)
|
79.37%
|
# 11
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
DeepWalk
|
Macro-F1 (20% training data)
|
77.43%
|
# 11
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
DeepWalk
|
Macro-F1 (60% training data)
|
85.27%
|
# 12
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
DeepWalk
|
Micro-F1 (80% training data)
|
86.26%
|
# 11
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
DeepWalk
|
Macro-F1 (80% training data)
|
84.81%
|
# 11
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
metapath2vec
|
Micro-F1 (20% training data)
|
91.53%
|
# 9
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
metapath2vec
|
Macro-F1 (20% training data)
|
90.16%
|
# 9
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
metapath2vec
|
Macro-F1 (60% training data)
|
92.48%
|
# 10
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
metapath2vec
|
Micro-F1 (80% training data)
|
92.80%
|
# 5
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
metapath2vec
|
Macro-F1 (80% training data)
|
91.89%
|
# 6
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GCN
|
Micro-F1 (20% training data)
|
91.71%
|
# 8
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GCN
|
Macro-F1 (20% training data)
|
90.79%
|
# 8
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GCN
|
Macro-F1 (60% training data)
|
92.62%
|
# 9
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GCN
|
Micro-F1 (80% training data)
|
93.09%
|
# 4
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GCN
|
Macro-F1 (80% training data)
|
92.38%
|
# 4
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GAT
|
Micro-F1 (20% training data)
|
91.96%
|
# 6
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GAT
|
Macro-F1 (20% training data)
|
90.97%
|
# 6
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GAT
|
Macro-F1 (60% training data)
|
91.84%
|
# 11
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GAT
|
Micro-F1 (80% training data)
|
92.55%
|
# 7
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
GAT
|
Macro-F1 (80% training data)
|
91.73%
|
# 8
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (nd)
|
Micro-F1 (20% training data)
|
92.05%
|
# 5
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (nd)
|
Macro-F1 (20% training data)
|
91.17%
|
# 5
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (nd)
|
Macro-F1 (60% training data)
|
92.69%
|
# 8
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (nd)
|
Micro-F1 (80% training data)
|
92.69%
|
# 6
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (nd)
|
Macro-F1 (80% training data)
|
91.80%
|
# 7
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HERec
|
Micro-F1 (20% training data)
|
92.69%
|
# 4
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HERec
|
Macro-F1 (20% training data)
|
91.68%
|
# 3
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HERec
|
Macro-F1 (60% training data)
|
93.70%
|
# 4
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HERec
|
Micro-F1 (80% training data)
|
93.27%
|
# 3
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HERec
|
Macro-F1 (80% training data)
|
92.34%
|
# 5
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
ESim
|
Micro-F1 (20% training data)
|
92.73%
|
# 3
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
ESim
|
Macro-F1 (20% training data)
|
91.64%
|
# 4
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
ESim
|
Macro-F1 (60% training data)
|
93.39%
|
# 6
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
ESim
|
Micro-F1 (80% training data)
|
92.53%
|
# 8
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
ESim
|
Macro-F1 (80% training data)
|
93.44%
|
# 1
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (sem)
|
Micro-F1 (20% training data)
|
92.99%
|
# 2
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (sem)
|
Macro-F1 (20% training data)
|
92.03%
|
# 2
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (sem)
|
Macro-F1 (60% training data)
|
93.31%
|
# 7
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (sem)
|
Micro-F1 (80% training data)
|
93.29%
|
# 2
|
|
Heterogeneous Node Classification
|
DBLP (PACT) 14k
|
HAN (sem)
|
Macro-F1 (80% training data)
|
92.53%
|
# 3
|
|