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Knowledge Graph Embeddings

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코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/de-tum/gnce

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Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks

https://github.com/deepakn97/relationPrediction

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Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs

https://github.com/dfdazac/blp

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Inductive Entity Representations from Text via Link Prediction

https://github.com/dice-group/Convolutional-Complex-Knowledge-Graph-Embeddings

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Convolutional Complex Knowledge Graph Embeddings

https://github.com/dice-group/PYKE

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A Physical Embedding Model for Knowledge Graphs

https://github.com/dice-group/dice-embeddings

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Kronecker Decomposition for Knowledge Graph Embeddings

https://github.com/dice-group/universal_embeddings

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Universal Knowledge Graph Embeddings

https://github.com/dwslab/jRDF2Vec

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RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings

https://github.com/facebookresearch/fastText

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Fast Linear Model for Knowledge Graph Embeddings

https://github.com/facebookresearch/ssl-relation-prediction

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Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations

https://github.com/guilhermesfc/ontology-matching-absolute-orientation

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Ontology Matching Through Absolute Orientation of Embedding Spaces

https://github.com/guojiapub/bique

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BiQUE: Biquaternionic Embeddings of Knowledge Graphs

https://github.com/hipgraph/sptransx

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SparseTransX: Efficient Training of Translation-Based Knowledge Graph Embeddings Using Sparse Matrix Operations

https://github.com/hkust-knowcomp/complexhyperbolickge

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Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform

https://github.com/honggen-zhang/hasa-ckge

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HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph Embedding

https://github.com/i40-Tools/I40KG-Embeddings

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Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph Embeddings

https://github.com/ibalazevic/HypER

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Hypernetwork Knowledge Graph Embeddings

https://github.com/ireklos/pathe

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PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings

https://github.com/jayachaturvedi/pain_in_mental_health

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Development of a Knowledge Graph Embeddings Model for Pain

https://github.com/kang205/MoHR

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Recommendation Through Mixtures of Heterogeneous Item Relationships

https://github.com/kgrl2021/submission-one

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A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of Things

https://github.com/lautel/meg

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MEG: Medical Knowledge-Augmented Large Language Models for Question Answering

https://github.com/lenazellinger/counterfactual_kgr

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Counterfactual Reasoning with Knowledge Graph Embeddings

https://github.com/lion-zs/gie

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Geometry Interaction Knowledge Graph Embeddings

https://github.com/liseda-lab/seek

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Explainable Representations for Relation Prediction in Knowledge Graphs

https://github.com/liseda-lab/truewalks

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Biomedical Knowledge Graph Embeddings with Negative Statements

https://github.com/malllabiisc/InteractE

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

https://github.com/malteos/pytorch-bert-document-classification

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Enriching BERT with Knowledge Graph Embeddings for Document Classification

https://github.com/mandt-lab/knowledge-graph-tuning

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Augmenting and Tuning Knowledge Graph Embeddings

https://github.com/mianzg/kgbiasdetec

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Towards Automatic Bias Detection in Knowledge Graphs

https://github.com/nicolas-hbt/versatile-embeddings

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Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE

https://github.com/niva-knowledge-graph/kgs_and_effect_prediction_2020

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Prediction of Adverse Biological Effects of Chemicals Using Knowledge Graph Embeddings

https://github.com/nju-websoft/HyperKA

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Knowledge Association with Hyperbolic Knowledge Graph Embeddings

https://github.com/nju-websoft/knowla

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KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation

https://github.com/nju-websoft/mukg

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$μ\text{KG}$: A Library for Multi-source Knowledge Graph Embeddings and Applications

https://github.com/nju-websoft/unify-ea-sf

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What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph Embeddings

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