知識(shí)圖譜

• Cycle or Minkowski: Which is More Appropriate for Knowledge Graph Embedding? Cycle或Minkowski：哪一個(gè)更適合于知識(shí)圖譜嵌入？

• HopfE: Knowledge Graph Representation Learning using Inverse Hopf Fibrations HopfE：使用逆霍普夫定律的知識(shí)圖譜表示學(xué)習(xí)

• Automated Query Graph Generation for Querying Knowledge Graphs 用于知識(shí)圖譜查詢的自動(dòng)查詢圖生成

• Differentially Private Federated Knowledge Graphs Embedding 差異化的私有聯(lián)邦知識(shí)圖譜嵌入

• A Lightweight Knowledge Graph Embedding Framework for Efficient Inference and Storage 用于高效推理和存儲(chǔ)的輕量級(jí)知識(shí)圖譜嵌入框架

• Predicting Instance Type Assertions in Knowledge Graphs Using Stochastic Neural Networks 使用隨機(jī)神經(jīng)網(wǎng)絡(luò)預(yù)測(cè)知識(shí)圖譜中的實(shí)例類(lèi)型斷言

• When Hardness Makes a Difference: Multi-Hop Knowledge Graph Reasoning over Few-Shot Relations 少數(shù)關(guān)系上的多跳知識(shí)圖譜推理

• Query Reformulation for Descriptive Queries of Jargon Words Using a Knowledge Graph based on a Dictionary 使用基于詞典的知識(shí)圖譜對(duì)專(zhuān)業(yè)術(shù)語(yǔ)的描述性查詢進(jìn)行查詢重構(gòu)

• Computing and Maintaining Provenance of Query Result Probabilities in Uncertain Knowledge Graphs 在不確定的知識(shí)圖譜中計(jì)算和維護(hù)查詢結(jié)果概率的證明力

• REFORM: Error-Aware Few-Shot Knowledge Graph Completion REFORM：錯(cuò)誤感知的小樣本知識(shí)圖譜補(bǔ)全

• DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention Network 使用解耦圖注意力網(wǎng)絡(luò)的知識(shí)圖譜嵌入?★

• Complex Temporal Question Answering on Knowledge Graphs?知識(shí)圖譜上的復(fù)雜時(shí)間性問(wèn)題回答

• Knowledge Graph Representation Learning as Groupoid: Unifying TransE, RotatE, QuatE, ComplEx?知識(shí)圖譜表示學(xué)習(xí)：統(tǒng)一TransE, RotatE, QuatE, ComplEx

• DataType-Aware Knowledge Graph Representation Learning in Hyperbolic Space?雙曲空間中數(shù)據(jù)類(lèi)型感知的知識(shí)圖譜表示學(xué)習(xí)

• Evidential Relational-Graph Convolutional Networks for Entity Classification in Knowledge Graphs 用于知識(shí)圖譜中實(shí)體分類(lèi)的證據(jù)性關(guān)系圖卷積網(wǎng)絡(luò)

• PRASEMap: A Probabilistic Reasoning and Semantic Embedding based Knowledge Graph Alignment System PRASEMap: 基于概率推理和語(yǔ)義嵌入的知識(shí)圖譜對(duì)齊系統(tǒng)

• AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce AliMe MKG：用于電子商務(wù)直播的多模態(tài)知識(shí)圖譜

知識(shí)圖譜+推薦系統(tǒng) ★

• Entity-aware Collaborative Relation Network with Knowledge Graph for Recommendation 采用知識(shí)圖譜的實(shí)體感知協(xié)同關(guān)系網(wǎng)絡(luò)用于推薦

• Conditional Graph Attention Networks for Distilling and Refining Knowledge Graphs in Recommendation 條件圖注意網(wǎng)絡(luò)用于在推薦中提煉和完善知識(shí)圖譜

• DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNN DSKReG：利用關(guān)系型GNN對(duì)知識(shí)圖譜進(jìn)行差異化抽樣用于推薦

知識(shí)圖譜資源類(lèi)

• DistRDF2ML - Scalable Distributed In-Memory Machine Learning Pipelines for RDF Knowledge Graphs DistRDF2ML - 用于RDF知識(shí)圖譜的可擴(kuò)展的分布式內(nèi)存機(jī)器學(xué)習(xí)管道

• GAKG: A Multimodal Geoscience Academic Knowledge Graph GAKG：一個(gè)多模態(tài)的地球科學(xué)學(xué)術(shù)知識(shí)圖譜

• SoMeSci— A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific Articles SoMeSci--科學(xué)文章中提及到的軟件的五星級(jí)開(kāi)放數(shù)據(jù)黃金標(biāo)準(zhǔn)知識(shí)圖譜

• orldKG: A World-Scale Geographic Knowledge Graph orldKG：一個(gè)世界范圍的地理知識(shí)圖譜