Link Prediction
Link prediction is a task in graph and network analysis aimed at predicting missing or future connections between nodes in a network. Based on partially observed network structures and known connections, the goal of link prediction is to infer the links that are most likely to be added or overlooked, thereby uncovering potential relationships and enhancing the integrity of the network. This task holds significant application value in areas such as network science, social network analysis, and recommendation systems.
FB15k-237
NBFNet
WN18RR
GFA-NN
WN18
GraphVite (zhu2019graphvite)
FB15k
AutoKGE
PCQM-Contact
ViT-PS
YAGO3-10
MEIM
ICEWS05-15
TNTComplEx (x10)
ICEWS14
TNTComplEx (x10)
Wikidata5M
Citeseer
Node Feature Agg + Similarity Metric
Cora
Walkpooling
Pubmed
Walkpooling
GDELT
SPA
FB15k
MEI (small)
UMLS
LP-BERT
Yelp
PEAGAT
OpenBioLink
RESCAL
CoDEx Medium
ULTRA
MovieLens 25M
PEAGAT
WordNet
Hyperbolic Entailment Cones
CoDEx Small
ComplEx-N3-RP
CoDEx Large
FB122
Prob-CBR
NELL-995
Prob-CBR
TSP/HCP Benchmark set
EGT
DBLP
JF17K
KG20C
MEI (small)
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
Cora (biased evaluation)
GraphStar (double weight on positive examples)
Decagon
Decagon
Douban
HSRL (DW)
GPS
LiveJournal
PyTorch BigGraph
MovieLens 1M
PPI
HGCN
Pubmed (biased evaluation)
GraphStar (double weight on positive examples)
USAir
SEAL
HAHE
YAGO15k
TNTComplEx (x10)
YAGO37
SEEK
YouTube
PyTorch BigGraph
AbstRCT - Neoplasm
ResAttArg
ACM
AKSW-bib
KG2Vec LSTM
Alibaba
GATNE-I
Alibaba-S
Amazon
GATNE-T
Aristo-v4
ComplEx-N3-RP
CDCP
Cit-HepPH
Citeseer (nonstandard variant)
COLLAB
GatedGCN-PE
Cora (nonstandard variant)
GLACE
DDB14
ConE
DRI Corpus
Drug-Drug Interactions
Drug-target interactions
HOGCN
FB-AUTO
BoxE
FB15k-237-ind
kNN-KGE
FB15k (filtered)
ParTransH
Gene-disease interactions
Gnutella
GO21
ConE
IMDb
Event2vec
Last.FM
MIT
ogbl-collab
Edge2Node
OpenBG500
protein-protein interactions
Pubmed (nonstandard variant)
GLACE
SINS
Twitter
Wiki
BANE
Wiki-Vote
Asymmetric Transitivity Preservation
Wikidata12k
TimePlex
Wikipeople
HAHE
WN18 (filtered)
ParTransH
Yago11k
YAGO39K
TransC (bern)