task_path stringlengths 3 199 ⌀ | dataset stringlengths 1 128 ⌀ | model_name stringlengths 1 223 ⌀ | paper_url stringlengths 21 601 ⌀ | metric_name stringlengths 1 50 ⌀ | metric_value stringlengths 1 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 |
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