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心情随笔 1 深度学习 54 知识图谱 29 编程 3 前端 1 博客 7 算法 2 机器学习 16 Markdown 1 计算机基础 4 小玩意儿 1
PPKE: Knowledge Representation Learning by Path-based Pre-training PPKE: Knowledge Representation Learning by Path-based Pre-training
本文前置知识: BERT(Transformer Encoder). PPKE: Knowledge Representation Learning by Path-based Pre-training本文是论文PPKE: Know
2021-01-18 知识图谱
KGE
RREA: Relational Reflection Entity Alignment RREA: Relational Reflection Entity Alignment
本文前置知识: GNN Relational Reflection Entity Alignment本文是论文Relational Reflection Entity Alignment的阅读笔记和个人理解. 这是我第一次接触关于实
2020-12-30 知识图谱
实体对齐
Realistic Re-evaluation of KGC Methods: An Experimental Study Realistic Re-evaluation of KGC Methods: An Experimental Study
Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study本文是论文Realistic Re-evaluation of Know
2020-12-27 知识图谱
KGE
Can We Predict New Facts with Open Knowledge Graph Embeddings? Can We Predict New Facts with Open Knowledge Graph Embeddings?
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction本文是论文Can We Predict N
2020-12-13 知识图谱
KGE OKG
Generative Adversarial Zero-Shot Relational Learning for KGs Generative Adversarial Zero-Shot Relational Learning for KGs
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs本文是论文Generative Adversarial Zero-Shot Relationa
2020-12-11 知识图谱
KGE GAN ZSL
R-MeN: A Relational Memory-based Embedding Model R-MeN: A Relational Memory-based Embedding Model
本文前置知识: Self - Attention: 详见Transformer精讲. 2020.12.14: 修正错误. A Relational Memory-based Embedding Model for Triple Cl
2020-12-10 知识图谱
KGE Attention 记忆网络
KG-BERT: BERT for Knowledge Graph Completion KG-BERT: BERT for Knowledge Graph Completion
本文前置知识: BERT: 详见ELMo, GPT, BERT. 本文是论文KG-BERT: BERT for Knowledge Graph Completion的阅读笔记和个人理解. Basic Idea在先前的KGE方法中,
2020-11-28 知识图谱
BERT KGE
ConvE: Convolutional 2D Knowledge Graph Embeddings ConvE: Convolutional 2D Knowledge Graph Embeddings
本文前置知识: CNN 本文是论文Convolutional 2D Knowledge Graph Embeddings的阅读笔记和个人理解. 与之前在AcrE中提到的ConvE不同, 本文重新对整篇论文进行叙述, 而非仅介绍论文中
2020-11-27 知识图谱
KGE CNN
KEPLER: Knowledge Embedding and Pre-trained Language Representation KEPLER: Knowledge Embedding and Pre-trained Language Representation
本文前置知识: BERT(详见ELMo, GPT, BERT) KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representat
2020-11-21 知识图谱
NLP BERT KGE
KGE预警论文两则 KGE预警论文两则
本文是两篇KGE方向的预警论文的阅读笔记和个人理解. 预警类的工作其实是比较少见的, 对领域的发展也非常有指导意义. 2020.11.22: 更新Reciprocal Relation. 2021.05.13: 修正Reciprocal
2020-11-20 知识图谱
KGE
Integrating Image-Based and Knowledge-Based Representation Learning Integrating Image-Based and Knowledge-Based Representation Learning
本文前置知识: AlexNet(详见卷积神经网络发展史) Attention(详见Seq2Seq和Attention) TransE(详见TransE: Translating Embeddings for Modeling Multi
2020-11-13 知识图谱
KGE 多模态
TransE: Translating Embeddings for Modeling Multi-relational Data TransE: Translating Embeddings for Modeling Multi-relational Data
TransE: Translating Embeddings for Modeling Multi-relational Data本文是论文Translating Embeddings for Modeling Multi-relation
2020-11-13 知识图谱
KGE
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