Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Graphs/Link Prediction

Link Prediction

259 benchmarks1949 papers

Link Prediction is a task in graph and network analysis where the goal is to predict missing or future connections between nodes in a network. Given a partially observed network, the goal of link prediction is to infer which links are most likely to be added or missing based on the observed connections and the structure of the network.

<span style="color:grey; opacity: 0.6">( Image credit: Inductive Representation Learning on Large Graphs )</span>

Benchmarks

Link Prediction on FB15k-237

Hits@10 MRR Hits@1 Hits@3 MR training time (s)Hit@1 Hit@10

Link Prediction on WN18RR

Hits@10 MRR Hits@1 Hits@3 MR

Link Prediction on WN18

Hits@10 MRR Hits@1 Hits@3 MR training time (s)

Link Prediction on FB15k

Hits@10 MRR Hits@1 Hits@3 MR training time (s)

Link Prediction on YAGO3-10

MRR Hits@10 Hits@1 Hits@3 MR

Link Prediction on ICEWS05-15

Link Prediction on ICEWS14

Link Prediction on Wikidata5M

MRR Hits@10 Hits@1 Hits@3

Link Prediction on GDELT

Link Prediction on FB15k

Hits@10 MRR Hits@1 Hits@3 MR MRR raw Hits@5

Link Prediction on UMLS

Link Prediction on OpenBioLink

Hits@10 Interpretable

Link Prediction on Citeseer

AUC AP ACC Accuracy

Link Prediction on CoDEx Medium

MRR Hits@10 Hits@1 Hits@3

Link Prediction on DBLP Temporal

Link Prediction on Enron Emails

Link Prediction on MovieLens 25M

nDCG@10 Hits@10

Link Prediction on Wikidata5M-SI

0-shot MRR 1-shot MRR 10-shot MRR

Link Prediction on Yelp

HR@10 nDCG@10 AUC

Link Prediction on CoDEx Large

MRR Hits@1 Hits@3 Hits@10

Link Prediction on CoDEx Small

MRR Hits@1 Hits@3 Hits@10

Link Prediction on FB122

HITS@3 Hits@5 Hits@10 MRR

Link Prediction on WordNet

Accuracy AUC AUPR

Link Prediction on TSP/HCP Benchmark set

Link Prediction on DBLP

Link Prediction on JF17K

MRR Hit@1 Hit@10 Hit@5 H@1 H@10

Link Prediction on KG20C

MRR Hits@1 Hits@3 Hits@10

Link Prediction on NELL-995

Hits@1 Hits@10 MRR Mean AP HITS@3

Link Prediction on Citeseer (biased evaluation)

AP AUC Accuracy

Link Prediction on Cora (biased evaluation)

AP AUC Accuracy

Link Prediction on Decagon

AUROC AUPRC mAP@50

Link Prediction on Douban

Link Prediction on GPS

Link Prediction on ILPC22-Large

MRR Hits@100 Hits@10 Hits@5 Hits@3 Hits@1 AMRI

Link Prediction on ILPC22-Small

MRR Hits@100 Hits@10 Hits@5 Hits@3 Hits@1 AMRI

Link Prediction on MovieLens 1M

Link Prediction on Pubmed (biased evaluation)

AP AUC Accuracy

Link Prediction on Temp8

Hit@1 Hit@10 MRR

Link Prediction on USAir

Link Prediction on YAGO15k

Link Prediction on YAGO37

Hits@1 Hits@10 Hits@3 MRR Hits@5

Link Prediction on ACM

Link Prediction on AKSW-bib

Hits@1 Hits@10 Hits@3

Link Prediction on AbstRCT - Neoplasm

Link Prediction on Alibaba

F1-Score PR AUC ROC AUC

Link Prediction on Alibaba-S

F1-Score PR AUC ROC AUC

Link Prediction on Amazon

F1-Score PR AUC ROC AUC

Link Prediction on Aristo-v4

Hits@1 Hits@10 Hits@3 MRR

Link Prediction on CDCP

Link Prediction on COLLAB

Link Prediction on Cit-HepPH

Link Prediction on Citeseer (nonstandard variant)

Link Prediction on Cora

ACC AUC AP Accuracy

Link Prediction on Cora (nonstandard variant)

Link Prediction on DDB14

Hits@1 Hits@10 Hits@3 MRR

Link Prediction on DRI Corpus

Link Prediction on Drug-Drug Interactions

Link Prediction on Drug-target interactions

Link Prediction on Enron

Link Prediction on FB-AUTO

Hits@10 MRR Hits@1

Link Prediction on FB15k (filtered)

Link Prediction on FB15k-237-ind

Hits@1 Hits@10 Hits@3 MRR

Link Prediction on GO21

Hit@1 Hits@10 Hits@3 MRR

Link Prediction on Gene-disease interactions

Link Prediction on Gnutella

Link Prediction on IMDb

Link Prediction on JW44K-6K

ET-H@1 ET-H@10 ET-MRR LP-H@1 LP-H@10 LP-MRR

Link Prediction on Last.FM

Link Prediction on LastFM

Link Prediction on LiveJournal

Link Prediction on MIT

Link Prediction on MOOC

Link Prediction on OpenBG500

Hits@1 Hits@10 Hits@3 MRR

Link Prediction on PCQM-Contact

Hits@1 Hits@3 Hits@10 MRR MRR-ext-filtered

Link Prediction on PPI

Accuracy AP AUC

Link Prediction on Pubmed

ACC AUC AP Accuracy

Link Prediction on Pubmed (nonstandard variant)

Link Prediction on Reddit

Link Prediction on SINS

Scaled time-delay embeddings

Link Prediction on Social Evolution

Link Prediction on Twitter

F1-Score PR AUC ROC AUC

Link Prediction on UCI

Link Prediction on WN18 (filtered)

Hits@10 MR Mrr@2

Link Prediction on Wiki-Vote

Link Prediction on Wikidata12k

Link Prediction on Wikipedia

Link Prediction on Wikipeople

Link Prediction on YAGO39K

Hits@1 Hits@10 Hits@3 MRR

Link Prediction on Yago11k

Link Prediction on YouTube

F1-Score Macro F1 Micro F1 PR AUC ROC AUC

Link Prediction on ogbl-collab

Link Prediction on protein-protein interactions

Link Prediction on Wiki