Introduction: Graph Neural Network本文前置知识: 图结构基础知识(数据结构相关内容, 自行查阅). 2021.04.06: 更新GraphSAGE的理解. Introduction: Graph Neural Network本文介绍的是GNN方面入门级别的知识, 其2021-03-04 深度学习GNN ConvBERT: Improving BERT with Span-based Dynamic ConvolutionConvBERT: Improving BERT with Span-based Dynamic Convolution 本文前置知识: Light Weight Convolution: 详见基于轻量级卷积和动态卷积替代的注意力机制.2021-02-12 深度学习NLP CNN Attention 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: Know2021-01-18 知识图谱KGE Argparse和LoggingArgparse和LoggingArgparse和Logging是Python实验中常用的两个模块. 之前没有整理过, 特此整理. ArgparseArgparse是用来解析Python命令行的标准库. 框架大致使用框架如下: impor2021-01-06 编程Python 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 StudyRealistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study本文是论文Realistic Re-evaluation of Know2020-12-27 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? A Benchmark for Open Link Prediction本文是论文Can We Predict N2020-12-13 知识图谱KGE OKG Generative Adversarial Zero-Shot Relational Learning for KGsGenerative Adversarial Zero-Shot Relational Learning for Knowledge Graphs本文是论文Generative Adversarial Zero-Shot Relationa2020-12-11 知识图谱KGE GAN ZSL 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 Cl2020-12-10 知识图谱KGE Attention 记忆网络 基于轻量级卷积和动态卷积替代的注意力机制本文前置知识: Depthwise Convolution: 详见深度可分离卷积与分组卷积. Attention: 详见Seq2Seq和Attention. Transformer: 详见Transformer精讲. 本文是论文PA2020-12-05 深度学习CNN Attention 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