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9.22k
Link Prediction
Cora
Walkpooling
https://arxiv.org/abs/2110.04375v2
AP
96.0%
Link Prediction
Cora
NBFNet
https://arxiv.org/abs/2106.06935v4
AUC
95.6%
Link Prediction
Cora
NBFNet
https://arxiv.org/abs/2106.06935v4
AP
96.2%
Link Prediction
Cora
GNAE
https://arxiv.org/abs/2108.08046v2
AUC
95.6%
Link Prediction
Cora
GNAE
https://arxiv.org/abs/2108.08046v2
AP
95.7%
Link Prediction
Cora
VGNAE
https://arxiv.org/abs/2108.08046v2
AUC
95.4%
Link Prediction
Cora
VGNAE
https://arxiv.org/abs/2108.08046v2
AP
95.8%
Link Prediction
Cora
S-VGAE
https://arxiv.org/abs/1804.00891v3
AUC
94.1%
Link Prediction
Cora
S-VGAE
https://arxiv.org/abs/1804.00891v3
AP
94.1%
Link Prediction
Cora
sGraphite-VAE
https://arxiv.org/abs/2009.06946v1
AUC
93.7%
Link Prediction
Cora
sGraphite-VAE
https://arxiv.org/abs/2009.06946v1
AP
93.5%
Link Prediction
Cora
Graph InfoClust (GIC)
https://www.researchgate.net/publication/328688614_Binarized_Attributed_Network_Embedding
AUC
93.5%
Link Prediction
Cora
Graph InfoClust (GIC)
https://www.researchgate.net/publication/328688614_Binarized_Attributed_Network_Embedding
AP
93.3%
Link Prediction
Cora
BANE
https://arxiv.org/abs/1910.02548v1
AUC
93.50%
Link Prediction
Cora
BANE
https://arxiv.org/abs/1910.02548v1
AP
93.2%
Link Prediction
Cora
PPPNE
http://fange.pro/files/2021PPPNE.pdf
AUC
92.5%
Link Prediction
Cora
PPPNE
http://fange.pro/files/2021PPPNE.pdf
AP
93.9%
Link Prediction
Cora
ARGE
http://arxiv.org/abs/1802.04407v2
AUC
92.4%
Link Prediction
Cora
ARGE
http://arxiv.org/abs/1802.04407v2
AP
93.2%
Link Prediction
Cora
MTGAE
http://arxiv.org/abs/1811.02798v1
Accuracy
94.60%
Link Prediction
Cora
Variational graph auto-encoders
http://arxiv.org/abs/1611.07308v1
ACC
92.0
Link Prediction
Pubmed (nonstandard variant)
GLACE
https://arxiv.org/abs/1912.00536v1
AUC
97.82
Link Prediction
Pubmed (nonstandard variant)
GLACE
https://arxiv.org/abs/1912.00536v1
AP
97.49
Link Prediction
KG20C
MEI (small)
https://arxiv.org/abs/2006.16365v2
MRR
0.230
Link Prediction
KG20C
MEI (small)
https://arxiv.org/abs/2006.16365v2
Hits@1
0.157
Link Prediction
KG20C
MEI (small)
https://arxiv.org/abs/2006.16365v2
Hits@3
0.258
Link Prediction
KG20C
MEI (small)
https://arxiv.org/abs/2006.16365v2
Hits@10
0.368
Link Prediction
KG20C
CP-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
MRR
0.215
Link Prediction
KG20C
CP-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
Hits@1
0.148
Link Prediction
KG20C
CP-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
Hits@3
0.234
Link Prediction
KG20C
CP-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
Hits@10
0.348
Link Prediction
KG20C
Word2vec-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
MRR
0.068
Link Prediction
KG20C
Word2vec-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
Hits@1
0.011
Link Prediction
KG20C
Word2vec-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
Hits@3
0.070
Link Prediction
KG20C
Word2vec-N3 (small)
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
Hits@10
0.177
Link Prediction
Alibaba-S
GATNE-T
https://arxiv.org/abs/1905.01669v2
F1-Score
62.48
Link Prediction
Alibaba-S
GATNE-T
https://arxiv.org/abs/1905.01669v2
PR AUC
67.55
Link Prediction
Alibaba-S
GATNE-T
https://arxiv.org/abs/1905.01669v2
ROC AUC
66.71
Link Prediction
Temp8
HAHE
https://arxiv.org/abs/2305.06588v2
MRR
0.368
Link Prediction
Temp8
HAHE
https://arxiv.org/abs/2305.06588v2
Hit@1
0.291
Link Prediction
Temp8
HAHE
https://arxiv.org/abs/2305.06588v2
Hit@10
0.516
Link Prediction
Temp8
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
MRR
0.349
Link Prediction
Temp8
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
Hit@1
0.271
Link Prediction
Temp8
StarE (H) + Transformer (H)
https://arxiv.org/abs/2009.10847v1
Hit@10
0.496
Link Prediction
Amazon
GATNE-T
https://arxiv.org/abs/1905.01669v2
F1-Score
92.87
Link Prediction
Amazon
GATNE-T
https://arxiv.org/abs/1905.01669v2
PR AUC
97.05
Link Prediction
Amazon
GATNE-T
https://arxiv.org/abs/1905.01669v2
ROC AUC
97.44
Link Prediction
MovieLens 1M
Hyper-SAGNN-W
https://arxiv.org/abs/1911.02613v1
AUC
0.93
Link Prediction
MovieLens 1M
Hyper-SAGNN-W
https://arxiv.org/abs/1911.02613v1
AUPR
0.81
Link Prediction
MovieLens 1M
Hyper-SAGNN-E
https://arxiv.org/abs/1911.02613v1
AUPR
0.7929999999999999
Link Prediction
GPS
Hyper-SAGNN-E
https://arxiv.org/abs/1911.02613v1
AUC
0.9520000000000001
Link Prediction
GPS
Hyper-SAGNN-E
https://arxiv.org/abs/1911.02613v1
AUPR
0.7979999999999999
Link Prediction
GPS
Hyper-SAGNN-W
https://arxiv.org/abs/1911.02613v1
AUC
0.922
Link Prediction
GPS
Hyper-SAGNN-W
https://arxiv.org/abs/1911.02613v1
AUPR
0.722
Link Prediction
Yelp
PEAGAT
https://arxiv.org/abs/2010.11793v3
HR@10
0.9128
Link Prediction
Yelp
PEAGAT
https://arxiv.org/abs/2010.11793v3
nDCG@10
0.6641
Link Prediction
Yelp
KGAT
https://arxiv.org/abs/1905.07854v2
HR@10
0.8762
Link Prediction
Yelp
KGAT
https://arxiv.org/abs/1905.07854v2
nDCG@10
0.6136
Link Prediction
Yelp
CFKG
http://arxiv.org/abs/1805.03352v2
HR@10
0.8729
Link Prediction
Yelp
CFKG
http://arxiv.org/abs/1805.03352v2
nDCG@10
0.5826
Link Prediction
Yelp
NFM
http://arxiv.org/abs/1708.05027v1
HR@10
0.8595
Link Prediction
Yelp
NFM
http://arxiv.org/abs/1708.05027v1
nDCG@10
0.6062
Link Prediction
Yelp
KGCN
http://arxiv.org/abs/1904.12575v1
HR@10
0.8125
Link Prediction
Yelp
KGCN
http://arxiv.org/abs/1904.12575v1
nDCG@10
0.4668
Link Prediction
Yelp
NGCF
https://arxiv.org/abs/2005.09683v2
HR@10
0.8068
Link Prediction
Yelp
NGCF
https://arxiv.org/abs/2005.09683v2
nDCG@10
0.481
Link Prediction
Yelp
Metapath2Vec
https://dl.acm.org/doi/10.1145/3097983.3098036
HR@10
0.6307
Link Prediction
Yelp
Metapath2Vec
https://dl.acm.org/doi/10.1145/3097983.3098036
nDCG@10
0.402
Link Prediction
Yelp
HSRL (DW)
http://arxiv.org/abs/1902.06684v1
AUC
90.1
Link Prediction
Yelp
Event2vec
http://arxiv.org/abs/1901.10234v2
AUC
86.2
Link Prediction
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
https://arxiv.org/abs/1906.12330v1
AUC
97.47
Link Prediction
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
https://arxiv.org/abs/1906.12330v1
AP
97.93
Link Prediction
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
https://arxiv.org/abs/1906.12330v1
Accuracy
97.7
Link Prediction
Citeseer (biased evaluation)
SCAT (half of negative examples with 0 features)
http://arxiv.org/abs/1809.10851v2
AUC
97.27
Link Prediction
Citeseer (biased evaluation)
SCAT (half of negative examples with 0 features)
http://arxiv.org/abs/1809.10851v2
AP
97.57
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
MRR
0.1326
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@100
0.4705
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@10
0.2509
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@5
0.1899
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@3
0.1396
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@1
0.0763
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
AMRI
0.730
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
MRR
0.0381
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@100
0.4678
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@10
0.0917
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@5
0.0500
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@3
0.0219
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@1
0.007
Link Prediction > Inductive Link Prediction
ILPC22-Small
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
AMRI
0.666
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
MRR
0.0705
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@100
0.374
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@10
0.1458
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@5
0.099
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@3
0.073
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
Hits@1
0.0319
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece + GNN
https://arxiv.org/abs/2203.01520v2
AMRI
0.682
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
MRR
0.0651
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@100
0.287
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@10
0.1246
Link Prediction > Inductive Link Prediction
ILPC22-Large
Inductive NodePiece
https://arxiv.org/abs/2203.01520v2
Hits@5
0.0809