Link Property Prediction

Network In Graph Neural Network

2111.11638 2021-11-23 이 페이지의 평가 2건

Test Hits@20: 0.5770 ± 0.1523Validation Hits@20: 0.7323 ± 0.0040Number of params: 1618433Ext. data: No

Semi-Supervised Classification with Graph Convolutional Networks

1609.02907 2016-09-09 이 페이지의 평가 2건

Test Hits@20: 0.6056 ± 0.0869Validation Hits@20: 0.6776 ± 0.0095Number of params: 1421571Ext. data: No

Adaptive Graph Diffusion Networks

2012.15024 2020-12-30 이 페이지의 평가 1건

Test Hits@20: 0.9538 ± 0.0094Validation Hits@20: 0.8943 ± 0.0281Number of params: 3506691Ext. data: No

Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods

2411.14711 2024-11-22 이 페이지의 평가 1건

Test Hits@20: 0.9549 ± 0.0073Validation Hits@20: 0.9098 ± 0.0294Number of params: 5125250Ext. data: No

DeepWalk: Online Learning of Social Representations

1403.6652 2014-03-26 이 페이지의 평가 1건

Test Hits@20: 0.2246 ± 0.0290Validation Hits@20: Please tell usNumber of params: 1543913Ext. data: No

Distance-Enhanced Graph Neural Network for Link Prediction

2021-05-20 이 페이지의 평가 1건

Test Hits@20: 0.8239 ± 0.0437Validation Hits@20: 0.8206 ± 0.0298Number of params: 3760134Ext. data: No

Edge Proposal Sets for Link Prediction

2106.15810 2021-06-30 이 페이지의 평가 1건

Test Hits@20: 0.7495 ± 0.0317Validation Hits@20: 0.6696 ± 0.0198Number of params: 1421057Ext. data: No

Ensemble Learning for Graph Neural Networks

2310.14166 2023-10-22 이 페이지의 평가 1건

Test Hits@20: 0.9777 ± 0.0037Validation Hits@20: 0.8965 ± 0.0021Number of params: 10512391Ext. data: No

GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction

2210.01301 2022-10-04 이 페이지의 평가 1건

Test Hits@20: 0.9542 ± 0.0000Validation Hits@20: 0.8258 ± 0.0000Number of params: 3506691Ext. data: No

Global Attention Improves Graph Networks Generalization

2006.07846 2020-06-14 이 페이지의 평가 1건

Test Hits@20: 0.6230 ± 0.0912Validation Hits@20: 0.6675 ± 0.0058Number of params: 1576081Ext. data: No

Inductive Representation Learning on Large Graphs

1706.02216 2017-06-07 이 페이지의 평가 1건

Test Hits@20: 0.5390 ± 0.0474Validation Hits@20: 0.6262 ± 0.0037Number of params: 1421057Ext. data: No

Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning

2010.16103 2020-10-30 이 페이지의 평가 1건

Test Hits@20: 0.3056 ± 0.0386Validation Hits@20: 0.2849 ± 0.0269Number of params: 531138Ext. data: No

Learning from Counterfactual Links for Link Prediction

2106.02172 2021-06-03 이 페이지의 평가 1건

Test Hits@20: 0.8608 ± 0.0198Validation Hits@20: 0.8405 ± 0.0284Number of params: 837635Ext. data: No

Memory-Associated Differential Learning

2102.05246 2021-02-10 이 페이지의 평가 1건

Test Hits@20: 0.6781 ± 0.0294Validation Hits@20: 0.7010 ± 0.0082Number of params: 1228897Ext. data: No

Neural Common Neighbor with Completion for Link Prediction

2302.00890 2023-02-02 이 페이지의 평가 1건

Test Hits@20: 0.8232 ± 0.0610Validation Hits@20: 0.7172 ± 0.0025Number of params: 1412098Ext. data: No

node2vec: Scalable Feature Learning for Networks

1607.00653 2016-07-03 이 페이지의 평가 1건

Test Hits@20: 0.2326 ± 0.0209Validation Hits@20: 0.3292 ± 0.0121Number of params: 645249Ext. data: No

Pairwise Learning for Neural Link Prediction

2112.02936 2021-12-06 이 페이지의 평가 1건

Test Hits@20: 0.9088 ± 0.0313Validation Hits@20: 0.8242 ± 0.0253Number of params: 3497473Ext. data: No

Path-aware Siamese Graph Neural Network for Link Prediction

2208.05781 2022-08-10 이 페이지의 평가 1건

Test Hits@20: 0.9284 ± 0.0047Validation Hits@20: 0.8306 ± 0.0134Number of params: 3499009Ext. data: No

Reconsidering the Performance of GAE in Link Prediction

2411.03845 2024-11-06 이 페이지의 평가 1건

Test Hits@20: 0.9443 ± 0.0057Validation Hits@20: 0.7979 ± 0.0159Number of params: 13816833Ext. data: No

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