link-prediction

There are 28 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 3032
pykeen
pykeen / pykeen
🤖 A Python library for learning and evaluating knowledge graph embeddings
cuda deep-learning knowledge-base-completion knowledge-graph-embeddings knowledge-graphs link-prediction machine-learning pykeen python torch
Language:Python 1906
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 1807
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 1742
palash1992 / GEM
graph-embedding graph-embeddings network-embedding network-visualization link-prediction
Language:Python 1285
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 732
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
642
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 628
typedb / 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
zjunlp / AutoKG
[WWWJ 2024] 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 458
DaehanKim / vgae_pytorch
This repository implements variational graph auto encoder by Thomas Kipf.
link-prediction pytorch vgae
Language:Python 416
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 388
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 353
vuptran / graph-representation-learning
[DSAA 2018] Autoencoders for Link Prediction and Semi-Supervised Node Classification
link-prediction node-classification semi-supervised-learning deep-learning autoencoders graph-representation network-embedding
Language:Python 254
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 227
DeepGraphLearning / NBFNet
Official implementation of Neural Bellman-Ford Networks (NeurIPS 2021)
graph-neural-networks link-prediction knowledge-graph reasoning
Language:Python 225
daiquocnguyen / ConvKB
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network (NAACL 2018) (Pytorch and Tensorflow)
knowledge-base-completion knowledge-base-embeddings link-prediction knowledge-graph-completion knowledge-graph-embeddings wn18rr fb15k237 convolutional-neural-network pytorch-implementation knowledge-graphs
Language:Python 204
zjunlp / MKGformer
[SIGIR 2022] Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion
dataset former kg kgc knowledge-graph link-prediction mkg mkgformer mnre multimodal ner pytorch relation-extraction sigir2022 transformer
Language:Python 200
XiaShan1227 / GNN-Tutorial
B站GNN教程资料
attention-mechanism gat gatv2 gcn gnn graphsage heterogeneous-graph-neural-network link-prediction networkx pytorch pytorch-geometric cluster-gcn
Language:Jupyter Notebook 173
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 168
mklimasz / TransE-PyTorch
Implementation of TransE model in PyTorch.
knowledge-graph-embeddings knowledge-graph-embedding link-prediction knowledge-graph-completion
Language:Python 162
daiquocnguyen / CapsE
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization (NAACL 2019)
knowledge-graph-completion knowledge-graph-embeddings link-prediction knowledge-base-completion knowledge-base-embeddings search-personalization capsule-network capsule-neural-networks knowledge-graph knowledge-base
Language:Python 146
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 145
rafguns / linkpred
Easy link prediction tool
python network-analysis link-prediction research maintenance-mode
Language:Python 142
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 140
Zehong-Wang / Awesome-Foundation-Models-on-Graphs
A collection of graph foundation models including papers, codes, and datasets.
data-augmentation deep-learning few-shot-learning foundation-models graph-classification graph-foundation-model graph-neural-networks graph-representation-learning knowlege-graph link-prediction machine-learning molecule node-classification node-embedding pre-training representation-learning self-supervised-learning transfer-learning unsupervised-learning zero-shot-learning
130
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 129
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 117
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 113
Cloudy1225 / Awesome-Link-Prediction
A list of recent papers about Link Prediction.
link-prediction
110
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 106
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 105
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 95
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 94
xiaohan2012 / sdne-keras
Keras implementation of Structural Deep Network Embedding, KDD 2016
keras network-embedding autoencoder visualization link-prediction
Language:Python 92
ku21fan / COO-Comic-Onomatopoeia
COO: Comic onomatopoeia dataset (ECCV 2022)
comic-onomatopoeia eccv2022 link-prediction text-detection text-recognition
Language:Python 85