本文多资源，建议阅读5分钟多个论文资源已整理出炉~

知识图谱

• Cycle or Minkowski: Which is More Appropriate for Knowledge Graph Embedding? Cycle或Minkowski：哪一个更适合于知识图谱嵌入？

• HopfE: Knowledge Graph Representation Learning using Inverse Hopf Fibrations HopfE：使用逆霍普夫定律的知识图谱表示学习

• Automated Query Graph Generation for Querying Knowledge Graphs 用于知识图谱查询的自动查询图生成

• Differentially Private Federated Knowledge Graphs Embedding 差异化的私有联邦知识图谱嵌入

• A Lightweight Knowledge Graph Embedding Framework for Efficient Inference and Storage 用于高效推理和存储的轻量级知识图谱嵌入框架

• Predicting Instance Type Assertions in Knowledge Graphs Using Stochastic Neural Networks 使用随机神经网络预测知识图谱中的实例类型断言

• When Hardness Makes a Difference: Multi-Hop Knowledge Graph Reasoning over Few-Shot Relations 少数关系上的多跳知识图谱推理

• Query Reformulation for Descriptive Queries of Jargon Words Using a Knowledge Graph based on a Dictionary 使用基于词典的知识图谱对专业术语的描述性查询进行查询重构

• Computing and Maintaining Provenance of Query Result Probabilities in Uncertain Knowledge Graphs 在不确定的知识图谱中计算和维护查询结果概率的证明力

• REFORM: Error-Aware Few-Shot Knowledge Graph Completion REFORM：错误感知的小样本知识图谱补全

• DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention Network 使用解耦图注意力网络的知识图谱嵌入 ★

• Complex Temporal Question Answering on Knowledge Graphs 知识图谱上的复杂时间性问题回答

• Knowledge Graph Representation Learning as Groupoid: Unifying TransE, RotatE, QuatE, ComplEx 知识图谱表示学习：统一TransE, RotatE, QuatE, ComplEx

• DataType-Aware Knowledge Graph Representation Learning in Hyperbolic Space 双曲空间中数据类型感知的知识图谱表示学习

• Evidential Relational-Graph Convolutional Networks for Entity Classification in Knowledge Graphs 用于知识图谱中实体分类的证据性关系图卷积网络

• PRASEMap: A Probabilistic Reasoning and Semantic Embedding based Knowledge Graph Alignment System PRASEMap: 基于概率推理和语义嵌入的知识图谱对齐系统

• AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce AliMe MKG：用于电子商务直播的多模态知识图谱

知识图谱+推荐系统 ★

• Entity-aware Collaborative Relation Network with Knowledge Graph for Recommendation 采用知识图谱的实体感知协同关系网络用于推荐

• Conditional Graph Attention Networks for Distilling and Refining Knowledge Graphs in Recommendation 条件图注意网络用于在推荐中提炼和完善知识图谱

• DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNN DSKReG：利用关系型GNN对知识图谱进行差异化抽样用于推荐

知识图谱资源类

• DistRDF2ML - Scalable Distributed In-Memory Machine Learning Pipelines for RDF Knowledge Graphs DistRDF2ML - 用于RDF知识图谱的可扩展的分布式内存机器学习管道

• GAKG: A Multimodal Geoscience Academic Knowledge Graph GAKG：一个多模态的地球科学学术知识图谱

• SoMeSci— A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific Articles SoMeSci--科学文章中提及到的软件的五星级开放数据黄金标准知识图谱

• orldKG: A World-Scale Geographic Knowledge Graph orldKG：一个世界范围的地理知识图谱