knowledge-graph-completion

A collection of research on knowledge graphs

Grakn Knowledge Graph Library (ML R&D)

Dynamic (Temporal) Knowledge Graph Completion (Reasoning)

Some papers on Knowledge Graph Embedding(KGE)

Implementations of Embedding-based methods for Knowledge Base Completion tasks

A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network (NAACL 2018) (Pytorch and Tensorflow)

Datasets for Knowledge Graph Completion with textual information about the entities

The code of paper Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction. Zhanqiu Zhang, Jianyu Cai, Yongdong Zhang, Jie Wang. AAAI 2020.

A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization (NAACL 2019)

SimplE Embedding for Link Prediction in Knowledge Graphs

ConMask model described in paper Open-world Knowledge Graph Completion.

Knowledge Base Question Answering using memory networks

ACL 2020: A Re-evaluation of Knowledge Graph Completion Methods

Embedding Projection for Knowledge Graph Completion

End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion

AAAI 2020 - InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions

Implementation of TransE model in PyTorch.

STransE: a novel embedding model of entities and relationships in knowledge bases (NAACL 2016)

The code of paper Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion. Zhanqiu Zhang, Jianyu Cai, Jie Wang. NeurIPS 2020.

QuatRE: Relation-Aware Quaternions for Knowledge Graph Embeddings (NeurIPS 2020 Workshop on DiffGeo4DL) (Pytorch)

Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)

Must-read papers on Knowledge Graph Embedding

Some related projects and research about knowledge graph completion task

Code for NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion

Python implementation of "Data-dependent Learning of Symmetric/Antisymmetric Relations for Knowledge Base Completion [Manabe+. 2018]"

LowFER: Low-rank Bilinear Pooling for Link Prediction (ICML 2020)

Embedding Projection for Knowledge Graph Completion

This repository contains the source code for the WWW 2020 paper "Mining Implicit Entity Preference from User-Item Interaction Data for Knowledge Graph Completion via Adversarial Learning"

Implementation of some of the Temporal Knowledge Graph Completion algorithms