Link Property Prediction On Ogbl Ddi

평가 지표

Ext. data

Number of params

Test Hits@20

Validation Hits@20

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Ext. data	Number of params	Test Hits@20	Validation Hits@20	Paper Title	Repository
ELGNN	No	10512391	0.9777 ± 0.0037	0.8965 ± 0.0021	Ensemble Learning for Graph Neural Networks
Refined-GAE	No	13816833	0.9443 ± 0.0057	0.7979 ± 0.0159	Reconsidering the Performance of GAE in Link Prediction
Node2vec	No	645249	0.2326 ± 0.0209	0.3292 ± 0.0121	node2vec: Scalable Feature Learning for Networks
NGNN + GraphSAGE	No	1618433	0.5770 ± 0.1523	0.7323 ± 0.0040	Network In Graph Neural Network	-
GraphSAGE + Edge Attr	No	3761665	0.8781 ± 0.0474	0.8044 ± 0.0404	-	-
BUDDY	No	2712931	0.7654 ± 0.0459	0.6927 ± 0.0054	-	-
SEAL	No	531138	0.3056 ± 0.0386	0.2849 ± 0.0269	Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning
GCN+JKNet	No	1421571	0.6056 ± 0.0869	0.6776 ± 0.0095	Semi-Supervised Classification with Graph Convolutional Networks
GIDN@YITU	No	3506691	0.9542 ± 0.0000	0.8258 ± 0.0000	GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction	-
NGNN + GCN	No	1487361	0.5483 ± 0.1581	0.7121 ± 0.0038	Network In Graph Neural Network	-
HyperFusion	No	976022023	0.9972 ± 0.0004	0.9956 ± 0.0001	-	-
GraphSAGE	No	1421057	0.5390 ± 0.0474	0.6262 ± 0.0037	Inductive Representation Learning on Large Graphs
NeuralCommonNeighbor	No	1412098	0.8232 ± 0.0610	0.7172 ± 0.0025	Neural Common Neighbor with Completion for Link Prediction
GCN	No	1289985	0.3707 ± 0.0507	0.5550 ± 0.0208	Semi-Supervised Classification with Graph Convolutional Networks
MAD Learning	No	1228897	0.6781 ± 0.0294	0.7010 ± 0.0082	Memory-Associated Differential Learning
Common Neighbor	No	0	0.1773 ± 0.0000	0.0947 ± 0.0000	-	-
GCN (node embedding)	No	5125250	0.9549 ± 0.0073	0.9098 ± 0.0294	Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods	-
DeepWalk	No	1543913	0.2246 ± 0.0290	Please tell us	DeepWalk: Online Learning of Social Representations
GraphSAGE+anchor distance	No	3760134	0.8239 ± 0.0437	0.8206 ± 0.0298	Distance-Enhanced Graph Neural Network for Link Prediction
GDNN	No	3761665	0.9037 ± 0.0193	0.8599 ± 0.0286	-	-

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