Popular GitHub Repositories for Link Prediction

? A Python library for learning and evaluating knowledge graph embeddings

CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)

[WWWJ 2024] LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities

[Tool] For Knowledge Graph Representation Learning

Official implementation of Neural Bellman-Ford Networks (NeurIPS 2021)

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

[SIGIR 2022] Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion

CoDEx: A set of knowledge graph Completion Datasets Extracted from Wikidata and Wikipedia

B站GNN教程资料

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

[Neurocomputing 2023] Relational Graph Transformer for Knowledge Graph Representation

A pytorch implemention of GCN-GAN for temporal link prediction.

Author: Tong Zhao (tzhao2@nd.edu). ICML 2022. Learning from Counterfactual Links for Link Prediction

Graph Neural Networks for Knowledge Graph Link Prediction (WSDM 2022) (Pytorch)

Official Code Repository for the paper "Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction" (NeurIPS 2020)

How to Turn Your Knowledge Graph Embeddings into Generative Models

PyTorch Implementation for "Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space (KDD2021)"

A Python library for knowledge graph representation learning (graph embedding).

MIDI2vec computes embeddings for representing MIDI data in vector space

Analyzing knowledge graph embedding methods, including TransE, DistMult, CP, SimplE, ComplEx, Quaternion