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9.22k
Link Prediction
Cora (biased evaluation)
GraphStar (double weight on positive examples)
https://arxiv.org/abs/1906.12330v1
AUC
95.65
Link Prediction
Cora (biased evaluation)
GraphStar (double weight on positive examples)
https://arxiv.org/abs/1906.12330v1
AP
96.15
Link Prediction
Cora (biased evaluation)
GraphStar (double weight on positive examples)
https://arxiv.org/abs/1906.12330v1
Accuracy
95.9
Link Prediction
Cora (biased evaluation)
SCAT (half of negative examples with 0 features)
http://arxiv.org/abs/1809.10851v2
AUC
94.48
Link Prediction
Cora (biased evaluation)
SCAT (half of negative examples with 0 features)
http://arxiv.org/abs/1809.10851v2
AP
94.63
Link Prediction
SINS
mlp
http://arxiv.org/abs/1803.04311v3
Scaled time-delay embeddings
213
Link Prediction
FB-AUTO
BoxE
https://arxiv.org/abs/2007.06267v2
MRR
0.844
Link Prediction
FB-AUTO
BoxE
https://arxiv.org/abs/2007.06267v2
Hits@10
0.898
Link Prediction
FB-AUTO
BoxE
https://arxiv.org/abs/2007.06267v2
Hits@1
0.814
Link Prediction
AbstRCT - Neoplasm
ResAttArg
https://arxiv.org/abs/2102.12227v3
F1
54.43
Link Prediction
NELL-995
Prob-CBR
https://arxiv.org/abs/2010.03548v2
MRR
0.81
Link Prediction
NELL-995
Prob-CBR
https://arxiv.org/abs/2010.03548v2
Hits@1
0.77
Link Prediction
NELL-995
Prob-CBR
https://arxiv.org/abs/2010.03548v2
Hits@10
0.89
Link Prediction
NELL-995
Prob-CBR
https://arxiv.org/abs/2010.03548v2
HITS@3
0.85
Link Prediction
NELL-995
CoPER-ConvE
https://aaai.org/ojs/index.php/AAAI/article/view/5693/
MRR
.7868
Link Prediction
NELL-995
CoPER-ConvE
https://aaai.org/ojs/index.php/AAAI/article/view/5693/
Hits@1
.7215
Link Prediction
NELL-995
CoPER-ConvE
https://aaai.org/ojs/index.php/AAAI/article/view/5693/
Hits@10
.8835
Link Prediction
NELL-995
Meta-KGR (ConvE)
https://arxiv.org/abs/1908.11513v1
MRR
0.253
Link Prediction
NELL-995
Meta-KGR (ConvE)
https://arxiv.org/abs/1908.11513v1
Hits@1
0.197
Link Prediction
NELL-995
Meta-KGR (ConvE)
https://arxiv.org/abs/1908.11513v1
Hits@10
0.347
Link Prediction
NELL-995
RL
http://arxiv.org/abs/1707.06690v3
Mean AP
79.6
Link Prediction
FB122
Prob-CBR
https://arxiv.org/abs/2010.03548v2
HITS@3
74.2
Link Prediction
FB122
Prob-CBR
https://arxiv.org/abs/2010.03548v2
Hits@5
76.0
Link Prediction
FB122
Prob-CBR
https://arxiv.org/abs/2010.03548v2
Hits@10
78.2
Link Prediction
FB122
Prob-CBR
https://arxiv.org/abs/2010.03548v2
MRR
72.7
Link Prediction
FB122
RotatE
http://arxiv.org/abs/1902.10197v1
HITS@3
70.8
Link Prediction
FB122
RotatE
http://arxiv.org/abs/1902.10197v1
Hits@5
73.57
Link Prediction
FB122
RotatE
http://arxiv.org/abs/1902.10197v1
Hits@10
77.0
Link Prediction
FB122
RotatE
http://arxiv.org/abs/1902.10197v1
MRR
67.8
Link Prediction
FB122
GNTPs
https://arxiv.org/abs/1912.10824v1
HITS@3
69.2
Link Prediction
FB122
GNTPs
https://arxiv.org/abs/1912.10824v1
Hits@5
71.1
Link Prediction
FB122
GNTPs
https://arxiv.org/abs/1912.10824v1
Hits@10
73.2
Link Prediction
FB122
GNTPs
https://arxiv.org/abs/1912.10824v1
MRR
67.8
Link Prediction
FB122
ComplEx
http://arxiv.org/abs/1606.06357v1
HITS@3
67.3
Link Prediction
FB122
ComplEx
http://arxiv.org/abs/1606.06357v1
Hits@5
69.5
Link Prediction
FB122
ComplEx
http://arxiv.org/abs/1606.06357v1
Hits@10
71.9
Link Prediction
FB122
ComplEx
http://arxiv.org/abs/1606.06357v1
MRR
64.1
Link Prediction
FB122
TransE
http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data
HITS@3
58.9
Link Prediction
FB122
TransE
http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data
Hits@5
64.2
Link Prediction
FB122
TransE
http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data
Hits@10
70.2
Link Prediction
FB122
TransE
http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data
MRR
48.0
Link Prediction
Citeseer
NESS
https://arxiv.org/abs/2303.08958v2
AUC
99.43
Link Prediction
Citeseer
NESS
https://arxiv.org/abs/2303.08958v2
AP
99.5
Link Prediction
Citeseer
VGNAE
https://arxiv.org/abs/2108.08046v2
AUC
97
Link Prediction
Citeseer
VGNAE
https://arxiv.org/abs/2108.08046v2
AP
97.1
Link Prediction
Citeseer
Graph InfoClust (GIC)
https://arxiv.org/abs/2009.06946v1
AUC
97
Link Prediction
Citeseer
Graph InfoClust (GIC)
https://arxiv.org/abs/2009.06946v1
AP
96.8
Link Prediction
Citeseer
GNAE
https://arxiv.org/abs/2108.08046v2
AUC
96.5
Link Prediction
Citeseer
GNAE
https://arxiv.org/abs/2108.08046v2
AP
97
Link Prediction
Citeseer
Walkpooling
https://arxiv.org/abs/2110.04375v2
AUC
95.94
Link Prediction
Citeseer
Walkpooling
https://arxiv.org/abs/2110.04375v2
AP
96.04
Link Prediction
Citeseer
BANE
https://www.researchgate.net/publication/328688614_Binarized_Attributed_Network_Embedding
AUC
95.59%
Link Prediction
Citeseer
S-VGAE
https://arxiv.org/abs/1804.00891v3
AUC
94.7
Link Prediction
Citeseer
S-VGAE
https://arxiv.org/abs/1804.00891v3
AP
95.2
Link Prediction
Citeseer
sGraphite-VAE
https://arxiv.org/abs/1803.10459v4
AUC
94.1%
Link Prediction
Citeseer
sGraphite-VAE
https://arxiv.org/abs/1803.10459v4
AP
95.4%
Link Prediction
Citeseer
NBFNet
https://arxiv.org/abs/2106.06935v4
AUC
92.3%
Link Prediction
Citeseer
NBFNet
https://arxiv.org/abs/2106.06935v4
AP
93.6%
Link Prediction
Citeseer
ARGE
http://arxiv.org/abs/1802.04407v2
AUC
91.9
Link Prediction
Citeseer
ARGE
http://arxiv.org/abs/1802.04407v2
AP
93
Link Prediction
Citeseer
Node Feature Agg + Similarity Metric
https://arxiv.org/abs/1910.02548v1
AUC
90.9%
Link Prediction
Citeseer
Node Feature Agg + Similarity Metric
https://arxiv.org/abs/1910.02548v1
AP
91.8%
Link Prediction
Citeseer
MTGAE
http://arxiv.org/abs/1811.02798v1
Accuracy
94.90%
Link Prediction
Citeseer
Variational graph auto-encoders
http://arxiv.org/abs/1611.07308v1
ACC
91.4
Link Prediction
Gene-disease interactions
HOGCN
https://arxiv.org/abs/2010.08516v1
AUPRC
94.1
Link Prediction
OpenBG500
MoCoSA
https://arxiv.org/abs/2308.08204v1
MRR
0.634
Link Prediction
OpenBG500
MoCoSA
https://arxiv.org/abs/2308.08204v1
Hits@1
0.531
Link Prediction
OpenBG500
MoCoSA
https://arxiv.org/abs/2308.08204v1
Hits@3
0.711
Link Prediction
OpenBG500
MoCoSA
https://arxiv.org/abs/2308.08204v1
Hits@10
0.83
Link Prediction
YAGO37
SEEK
https://arxiv.org/abs/2005.00856v3
Hits@1
0.370
Link Prediction
YAGO37
SEEK
https://arxiv.org/abs/2005.00856v3
Hits@10
0.622
Link Prediction
YAGO37
SEEK
https://arxiv.org/abs/2005.00856v3
Hits@3
0.498
Link Prediction
YAGO37
SEEK
https://arxiv.org/abs/2005.00856v3
MRR
0.454
Link Prediction
YAGO37
Rule-Guided Embedding
http://arxiv.org/abs/1711.11231v1
Hits@1
0.34
Link Prediction
YAGO37
Rule-Guided Embedding
http://arxiv.org/abs/1711.11231v1
Hits@10
0.603
Link Prediction
YAGO37
Rule-Guided Embedding
http://arxiv.org/abs/1711.11231v1
Hits@3
0.482
Link Prediction
YAGO37
Rule-Guided Embedding
http://arxiv.org/abs/1711.11231v1
Hits@5
0.541
Link Prediction
YAGO37
Rule-Guided Embedding
http://arxiv.org/abs/1711.11231v1
MRR
0.431
Link Prediction
YAGO39K
TransC (bern)
http://arxiv.org/abs/1811.04588v1
Hits@1
0.298
Link Prediction
YAGO39K
TransC (bern)
http://arxiv.org/abs/1811.04588v1
Hits@10
0.698
Link Prediction
YAGO39K
TransC (bern)
http://arxiv.org/abs/1811.04588v1
Hits@3
0.502
Link Prediction
YAGO39K
TransC (bern)
http://arxiv.org/abs/1811.04588v1
MRR
0.42
Link Prediction
TSP/HCP Benchmark set
TGT-Agx4
https://arxiv.org/abs/2402.04538v2
F1
0.871
Link Prediction
TSP/HCP Benchmark set
ARGNP
https://arxiv.org/abs/2205.15678v1
F1
0.855
Link Prediction
TSP/HCP Benchmark set
EGT
https://arxiv.org/abs/2108.03348v3
F1
0.853
Link Prediction
TSP/HCP Benchmark set
GatedGCN-E
https://arxiv.org/abs/2003.00982v5
F1
0.838
Link Prediction
DDB14
ConE
https://arxiv.org/abs/2110.14923v2
MRR
0.231
Link Prediction
DDB14
ConE
https://arxiv.org/abs/2110.14923v2
Hits@1
0.161
Link Prediction
DDB14
ConE
https://arxiv.org/abs/2110.14923v2
Hits@3
0.252
Link Prediction
DDB14
ConE
https://arxiv.org/abs/2110.14923v2
Hits@10
0.364
Link Prediction
JF17K
HAHE
https://arxiv.org/abs/2305.06588v2
MRR
0.623
Link Prediction
JF17K
HAHE
https://arxiv.org/abs/2305.06588v2
H@1
0.554
Link Prediction
JF17K
HAHE
https://arxiv.org/abs/2305.06588v2
H@10
0.806
Link Prediction
JF17K
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
MRR
0.574
Link Prediction
JF17K
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
Hit@1
0.496
Link Prediction
JF17K
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
Hit@10
0.725
Link Prediction
JF17K
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
Hit@5
0.658
Link Prediction
JF17K
BoxE
https://arxiv.org/abs/2007.06267v2
MRR
0.560
Link Prediction
JF17K
BoxE
https://arxiv.org/abs/2007.06267v2
Hit@1
0.472
Link Prediction
JF17K
BoxE
https://arxiv.org/abs/2007.06267v2
Hit@10
0.722