link-prediction

There are 26 repositories under link-prediction topic.

stellargraph / stellargraph
StellarGraph - Machine Learning on Graphs
graphs machine-learning machine-learning-algorithms graph-convolutional-networks networkx geometric-deep-learning saliency-map interpretability heterogeneous-networks graph-neural-networks graph-analysis graph-machine-learning gcn link-prediction stellargraph-library graph-data python deep-learning data-science
Language:Python 2898
THUDM / CogDL
CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)
graph-neural-networks pytorch graph-embedding node-classification graph-classification link-prediction leaderboard gnn-model
Language:Python 1693
awesome-fraud-detection-papers
benedekrozemberczki / awesome-fraud-detection-papers
A curated list of data mining papers about fraud detection.
fraud-detection fraud-prevention fraud-checker fraud-management fraud-explorer classification data-science churn credit-scoring deep-learning random-forest gradient-boosting data-mining link-prediction graph-classification classifier logistic-regression credit-card-fraud credit-card-validation credit-card-fraud-detection
Language:Python 1556
pykeen
pykeen / pykeen
🤖 A Python library for learning and evaluating knowledge graph embeddings
knowledge-graph-embeddings knowledge-graphs machine-learning link-prediction knowledge-base-completion pykeen deep-learning cuda python torch
Language:Python 1540
palash1992 / GEM
graph-embedding graph-embeddings network-embedding network-visualization link-prediction
Language:Python 1266
zjunlp / PromptKG
PromptKG Family: a Gallery of Prompt Learning & KG-related research works, toolkits, and paper-list.
knowledge-graph genkgc prompt-tuning relation-extraction link-prediction retrievalre demo-tuning pytorch promptkg retroprompt knowledge-informed-prompt-learning question-answering dialogue awsome-list paper-list retrieval-augmented lambdakg natural-language-processing nlp paper
Language:Python 647
datasets
benedekrozemberczki / datasets
A repository of pretty cool datasets that I collected for network science and machine learning research.
network-science network-analysis data-science machine-learning gcn graph-embedding network-embedding community-detection link-prediction node-classification graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset
589
CompGCN
malllabiisc / CompGCN
ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks
link-prediction relation-embeddings iclr2020 graph-convolutional-networks deep-learning pytorch graph-representation-learning
Language:Python 580
vaticle / typedb-ml
TypeDB-ML is the Machine Learning integrations library for TypeDB
grakn graql machine-learning artificial-intelligence ml knowledge-graph knowledgebase link-prediction relational-learning knowledge-graph-completion graph-convolutional-networks graph-networks neural-network python tensorflow graph graphs ai geometric-deep-learning
Language:Python 552
DaehanKim / vgae_pytorch
This repository implements variational graph auto encoder by Thomas Kipf.
pytorch vgae link-prediction
Language:Python 350
lucashu1 / link-prediction
Representation learning for link prediction within social networks
link-prediction social-network graph-algorithms autoencoder representation-learning networkx node2vec
Language:Jupyter Notebook 337
zjukg / NeuralKG
[Tool] For Knowledge Graph Representation Learning
python pytorch-lightning deep-learning machine-learning knowledge-graph knowledge-graph-embeddings link-prediction knowledge-graph-completion neuralkg
Language:Python 321
zjunlp / AutoKG
Code and dataset for the paper "LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities".
chatgpt event-extraction gpt4 information-extraction knowledge-graph knowledge-graph-completion knowledge-graph-construction link-prediction relation-extraction relational-triple-extraction large-language-models
Language:Python 271
vuptran / graph-representation-learning
Autoencoders for Link Prediction and Semi-Supervised Node Classification (DSAA 2018)
link-prediction node-classification semi-supervised-learning deep-learning autoencoders graph-representation
Language:Python 253
xiangyue9607 / BioNEV
Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)
graph-embedding graph-embeddings-evaluation graph-embedding-methods biomedical-networks node-classification link-prediction network-embedding deepwalk node2vec line-embedding struc2vec sdne gae matrix-factorization graph-factorization biomedical-graphs
Language:Python 219
daiquocnguyen / ConvKB
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network (NAACL 2018) (Pytorch and Tensorflow)
convolutional-neural-network fb15k237 knowledge-base-completion knowledge-base-embeddings knowledge-graph-completion knowledge-graph-embeddings knowledge-graphs link-prediction pytorch-implementation wn18rr
Language:Python 202
DeepGraphLearning / NBFNet
Official implementation of Neural Bellman-Ford Networks (NeurIPS 2021)
graph-neural-networks link-prediction knowledge-graph reasoning
Language:Python 192
zjunlp / MKGformer
[SIGIR 2022] Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion
mkgformer kg knowledge-graph multimodal mkg relation-extraction kgc link-prediction ner transformer mnre sigir2022 pytorch former dataset
Language:Python 152
mklimasz / TransE-PyTorch
Implementation of TransE model in PyTorch.
knowledge-graph-embeddings knowledge-graph-embedding link-prediction knowledge-graph-completion
Language:Python 146
daiquocnguyen / CapsE
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization (NAACL 2019)
capsule-network capsule-neural-networks knowledge-base knowledge-base-completion knowledge-base-embeddings knowledge-graph knowledge-graph-completion knowledge-graph-embeddings link-prediction search-personalization
Language:Python 142
Mehran-k / SimplE
SimplE Embedding for Link Prediction in Knowledge Graphs
knowledge-graph knowledgebase link-prediction knowledge-graph-completion knowledge-graph-embeddings relational-learning tensor-factorization tensorflow knowledge-base knowledge-base-completion statistical-relational-learning starai
Language:Python 142
rafguns / linkpred
Easy link prediction tool
python network-analysis link-prediction research maintenance-mode
Language:Python 140
tsafavi / codex
CoDEx: A set of knowledge graph Completion Datasets Extracted from Wikidata and Wikipedia
knowledge-graph link-prediction knowledge-graph-embeddings triple-classification wikidata wikipedia nlp knowledge-representation knowledge-representation-learning knowledge-representation-reasoning knowledge-base
Language:Python 138
thiviyanT / torch-rgcn
A PyTorch implementation of the Relational Graph Convolutional Network (RGCN).
link-prediction node-classification relational-graphs graph-neural-network graph-convolutional-network
Language:Python 110
nju-websoft / muKG
μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications, ISWC 2022
entity-alignment entity-typing link-prediction representation-learning multi-source-knowledge-graphs deep-learning pytorch
Language:Python 107
VGraphRNN / VGRNN
Variational Graph Recurrent Neural Networks - PyTorch
variational-autoencoder graph-auto-encoder representation-learning variational-inference graph-convolutional-networks graph-embedding node-embedding graph-neural-networks graph-neural-network variational-autoencoders graph-representation-learning dynamic-graphs link-prediction
Language:Python 107
zjunlp / Relphormer
[Neurocomputing 2023] Relational Graph Transformer for Knowledge Graph Representation
kg transformer knowledge-graph knowledge-graph-completion question-answering recommendation-system knowledge-graph-representation fb15k-237 link-prediction umls wn18rr relphormer
Language:Python 106
EvalNE
Dru-Mara / EvalNE
Source code for EvalNE, a Python library for evaluating Network Embedding methods.
link-prediction evaluation graph-embedding graphs networks network-embedding data-mining python library research-tool benchmark benchmark-framework representation-learning graph-representation-learning graph-algorithms graph-api network-reconstruction node-classification multilabel-classification sign-prediction
Language:Python 103
jiangqn / GCN-GAN-pytorch
A pytorch implemention of GCN-GAN for temporal link prediction.
graph-neural-network generative-adversarial-network link-prediction dynamic-networks
Language:Python 97
xiaohan2012 / sdne-keras
Keras implementation of Structural Deep Network Embedding, KDD 2016
keras network-embedding autoencoder visualization link-prediction
Language:Python 92
jhljx / CTGCN
CTGCN: k-core based Temporal Graph Convolutional Network for Dynamic Graphs (accepted by IEEE TKDE in 2020) https://ieeexplore.ieee.org/document/9240056
dynamic-graphs graph-convolutional-network graph-representation-learning network-embedding graph-neural-networks graph-embedding dynamic-graph-algorithm dynamic-graph-processing graph-embedding-approaches link-prediction edge-classification graph-centrality-prediction node-classification dynamic-graph-embedding graph-neural-network temporal-graph-networks
Language:Python 90
Bigraph
bi-graph / Bigraph
Bipartite-network link prediction in Python
bipartite-link-prediction bigraph graph bipartite-graphs link-prediction machine-learning deep-learning deep-learning-algorithms graph-link-prediction graph-neural-network graph-neural-networks python graph-algorithms graph-analysis
Language:Python 89
HKUST-KnowComp / MNE
Source Code for IJCAI 2018 paper "Scalable Multiplex Network Embedding"
network-embedding multiplex-networks link-prediction
Language:C 73
DM2-ND / CFLP
Author: Tong Zhao (tzhao2@nd.edu). ICML 2022. Learning from Counterfactual Links for Link Prediction
link-prediction graph-machine-learning counterfactual-data-augmentation graph-data-augmentation graph-neural-networks
Language:Python 64
ku21fan / COO-Comic-Onomatopoeia
COO: Comic onomatopoeia dataset (ECCV 2022)
eccv2022 link-prediction text-detection text-recognition comic-onomatopoeia
Language:Python 63
JinheonBaek / GEN
Official Code Repository for the paper "Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction" (NeurIPS 2020)
meta-learning graph-neural-network few-shot-learning link-prediction graph-link-prediction graph-neural-networks knowledge-graph deep-learning
Language:Python 56