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Knowledge Graphs

12 projects

Showing 12 of 12 projects

RecBole
RecBolePython

A unified, comprehensive, and efficient Python/PyTorch library for reproducing and developing recommendation algorithms.

#graph-neural-networks#knowledge-graphs#deep-learning
Stars4.5k
Forks747
Last commit1 year ago
PyTorch-BigGraph
PyTorch-BigGraphPython

A distributed system for learning graph embeddings from large-scale graphs with billions of entities and trillions of edges.

#negative-sampling#entity-embeddings#knowledge-graphs
Stars3.5k
Forks455
Last commit2 years ago
StellarGraph
StellarGraphPython

A Python library for machine learning on graphs and networks, offering state-of-the-art algorithms for tasks like node classification and link prediction.

#networkx#graph-neural-networks#node-classification
Stars3.1k
Forks442
Last commit2 years ago
Awesome Network Embedding
Awesome Network Embedding

A curated list of network embedding techniques, including papers, implementations, and related resources for graph representation learning.

#graph-neural-networks#knowledge-graphs#research-papers
Stars2.6k
Forks490
Last commit5 years ago
Awesome Explainable Graph Reasoning
Awesome Explainable Graph Reasoning

A curated collection of research papers and software for explainable graph machine learning and reasoning.

#graph-neural-networks#machine-learning-interpretability#graph
Stars2.0k
Forks137
Last commit4 years ago
Knowledge Representation Learning Papers
Knowledge Representation Learning PapersTeX

A curated collection of must-read academic papers on knowledge representation learning and knowledge embedding, with an associated open-source toolkit.

#knowledge-graphs#knowledge-embedding#academic-papers
Stars1.5k
Forks241
Last commit4 years ago
Cleora
CleoraJupyter Notebook

Cleora is a fast, deterministic graph embedding engine that computes all random walks in a single matrix multiplication, requiring no GPUs or negative sampling.

#deepwalk#ai#synerise
Stars540
Forks57
Last commit3 months ago
PaperRobot: Incremental Draft Generation of Scientific Ideas
PaperRobot: Incremental Draft Generation of Scientific IdeasPython

An AI system that incrementally generates scientific paper drafts by predicting links between concepts and generating text sections.

#computational-linguistics#knowledge-graphs#paper-generation
Stars479
Forks128
Last commit2 years ago
VeritasGraph
VeritasGraphPython

An enterprise-grade Graph RAG framework combining hierarchical tree navigation with knowledge graph reasoning for verifiable, on-premise AI.

#multi-hop-reasoning#information-retrieval#knowledge-graphs
Stars303
Forks34
Last commit2 days ago
OpenBioLink
OpenBioLinkPython

A resource and evaluation framework for benchmarking link prediction models on large-scale, heterogeneous biomedical knowledge graphs.

#heterogeneous-graphs#knowledge-graphs#data-science
Stars161
Forks24
Last commit2 years ago
Neural-Wikipedian
Neural-WikipedianC++

A neural network system that generates English Wikipedia-style biographies from Semantic Web triples using encoder-decoder models.

#knowledge-graphs#neural-networks#text-generation
Stars10
Forks1
Last commit8 years ago
Holographic Embeddings for Graph Completion and Link Prediction
Holographic Embeddings for Graph Completion and Link Prediction

Graph embedding framework implementing TransE, TransH, TransR, TransD, and TransSparse models for knowledge graph representation learning.

#knowledge-graphs#neural-networks#translation-models
Stars0
Forks0
Last commit8 years ago

Related Tags

#Machine Learning7#Link Prediction5#Graph Embeddings4#Representation Learning4#Graph Machine Learning4#Graph Neural Networks4#Pytorch3#Knowledge Graph3#Heterogeneous Graphs3
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