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Link Property Prediction

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–13 of 13 papers

Title	Date	Tasks	Status	Hype
VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization	Oct 27, 2021	Link PredictionLink Property Prediction	CodeCode Available	1
Distance-Enhanced Graph Neural Network for Link Prediction	May 20, 2021	Graph Neural NetworkLink Prediction	CodeCode Available	1
Inductive Representation Learning on Large Graphs	Jun 7, 2017	Graph ClassificationGraph Regression	CodeCode Available	1
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction	Jun 13, 2021	Graph Neural NetworkInductive Relation Prediction	CodeCode Available	1
Pairwise Learning for Neural Link Prediction	Dec 6, 2021	Learning-To-RankLink Prediction	CodeCode Available	1
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	Oct 6, 2021	Graph Representation LearningKnowledge Base Completion	CodeCode Available	1
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	Apr 26, 2019	AutoMLGraph Embedding	CodeCode Available	1
Edge2Node: Reducing Edge Prediction to Node Classification	Nov 6, 2023	Graph Neural NetworkLink Prediction	—Unverified	0
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning	Oct 30, 2020	General ClassificationGraph Classification	CodeCode Available	0
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	Jun 1, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Path-aware Siamese Graph Neural Network for Link Prediction	Aug 10, 2022	Contrastive LearningGraph Neural Network	CodeCode Available	0
D-HYPR: Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning	Dec 22, 2021	Link PredictionLink Property Prediction	CodeCode Available	0
Temporal graph models fail to capture global temporal dynamics	Sep 27, 2023	Link Property PredictionProperty Prediction	CodeCode Available	0

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All datasets ogbl-collab ogbl-ddi ogbl-wikikg2 ogbl-ppa ogbl-citation2 ogbl-biokg

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HyperFusion	Number of params	1,064,446,212	—	Unverified
2	TopoLink	Number of params	483,363,845	—	Unverified
3	Refined-GAE	Number of params	126,669,825	—	Unverified
4	DeepWalk	Number of params	61,390,187	—	Unverified
5	Matrix Factorization	Number of params	60,514,049	—	Unverified
6	GIDN@YITU	Number of params	60,449,025	—	Unverified
7	PLNLP+ LRGA	Number of params	35,200,656	—	Unverified
8	PLNLP (val as input)	Number of params	35,112,192	—	Unverified
9	PLNLP (random walk aug.)	Number of params	34,980,864	—	Unverified
10	PLNLP + SIGN	Number of params	34,980,864	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HyperFusion	Number of params	976,022,023	—	Unverified
2	Refined-GAE	Number of params	13,816,833	—	Unverified
3	ELGNN	Number of params	10,512,391	—	Unverified
4	LRGA+GCN(Node2Vec+Augment)	Number of params	10,235,281	—	Unverified
5	GCN (node embedding)	Number of params	5,125,250	—	Unverified
6	GDNN	Number of params	3,761,665	—	Unverified
7	GraphSAGE + Edge Attr	Number of params	3,761,665	—	Unverified
8	GraphSAGE+anchor distance	Number of params	3,760,134	—	Unverified
9	GIDN@YITU	Number of params	3,506,691	—	Unverified
10	AGDN (AUC loss)	Number of params	3,506,691	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RelEns	Number of params	2,176,767,622	—	Unverified
2	StarGraph + TripleRE + Text	Number of params	1,927,395,330	—	Unverified
3	DistMult (500dim)	Number of params	1,250,569,500	—	Unverified
4	TransE (500dim)	Number of params	1,250,569,500	—	Unverified
5	ComplEx (250dim)	Number of params	1,250,569,500	—	Unverified
6	RotatE (250dim)	Number of params	1,250,435,750	—	Unverified
7	RotPro	Number of params	1,000,669,602	—	Unverified
8	Rot-Pro	Number of params	1,000,669,602	—	Unverified
9	CompoundE3D	Number of params	750,662,700	—	Unverified
10	tripleRE	Number of params	500,763,337	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Refined-GAE	Number of params	295,848,449	—	Unverified
2	DeepWalk	Number of params	150,138,741	—	Unverified
3	GCN (node embedding)	Number of params	148,144,898	—	Unverified
4	MPLP	Number of params	147,794,531	—	Unverified
5	Matrix Factorization	Number of params	147,662,849	—	Unverified
6	GraphGPT(SMTP)	Number of params	145,263,360	—	Unverified
7	Node2vec	Number of params	73,878,913	—	Unverified
8	AGDN	Number of params	36,904,259	—	Unverified
9	S3GRL (PoS Plus)	Number of params	32,270,001	—	Unverified
10	SIEG	Number of params	1,993,965	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MPLP	Number of params	749,757,283	—	Unverified
2	HPE - Pre-trained Initialized	Number of params	749,558,528	—	Unverified
3	Node2vec	Number of params	374,911,105	—	Unverified
4	Matrix Factorization	Number of params	281,113,505	—	Unverified
5	PLNLP	Number of params	146,514,551	—	Unverified
6	S3GRL (PoS Plus)	Number of params	142,275,001	—	Unverified
7	GraphGPT(d1n30)	Number of params	133,096,832	—	Unverified
8	GraphGPT(SMTP)	Number of params	46,784,128	—	Unverified
9	NGNN + SEAL	Number of params	1,134,402	—	Unverified
10	CFG	Number of params	686,253	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RelEns	Number of params	849,427,106	—	Unverified
2	TripleRE	Number of params	469,630,002	—	Unverified
3	AutoBLM-KGBench	Number of params	192,047,104	—	Unverified
4	ComplEx-RP (1000dim)	Number of params	187,750,000	—	Unverified
5	PairRE	Number of params	187,750,000	—	Unverified
6	ComplEx	Number of params	187,648,000	—	Unverified
7	TransE	Number of params	187,648,000	—	Unverified
8	DistMult	Number of params	187,648,000	—	Unverified
9	ComplEx^2	Number of params	187,648,000	—	Unverified
10	RotatE	Number of params	187,597,000	—	Unverified