查看原文
其他

「知识表示学习」专题论文推荐 | 每周论文清单

2018-02-05 让你更懂AI的 PaperWeekly

本期论文清单来自清华大学博士生韩旭和北师大本科生曹书林,涵盖了近年知识表示学习方向的重要论文。



[ 综述类 ]





■ 论文 | Representation Learning: A Review and New Perspectives

■ 链接 | https://www.paperweekly.site/papers/1628

■ 源码 | 无





■ 论文 | Knowledge Representation Learning: A Review

■ 链接 | https://www.paperweekly.site/papers/1629

■ 源码 | 无





■ 论文 | A Review of Relational Machine Learning for Knowledge Graphs

■ 链接 | https://www.paperweekly.site/papers/1630

■ 源码 | 无





■ 论文 | Knowledge Graph Embedding: A Survey of Approaches and Applications

■ 链接 | https://www.paperweekly.site/papers/1425

■ 源码 | 无



[ 期刊 & 顶会 ]





■ 论文 | A Three-Way Model for Collective Learning on Multi-Relational Data

■ 链接 | https://www.paperweekly.site/papers/1632

■ 源码 | https://github.com/thunlp/OpenKE





■ 论文 | Learning Structured Embeddings of Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1633

■ 源码 | 无





■ 论文 | A Latent Factor Model for Highly Multi-relational Data

■ 链接 | https://www.paperweekly.site/papers/1634

■ 源码 | 无





■ 论文 | Reasoning With Neural Tensor Networks for Knowledge Base Completion

■ 链接 | https://www.paperweekly.site/papers/1635

■ 源码 | 无





■ 论文 | Translating Embeddings for Modeling Multi-relational Data

■ 链接 | https://www.paperweekly.site/papers/1636

■ 源码 | https://github.com/thunlp/OpenKE





■ 论文 | Knowledge Graph Embedding by Translating on Hyperplanes

■ 链接 | https://www.paperweekly.site/papers/1637

■ 源码 | https://github.com/thunlp/OpenKE





■ 论文 | Learning Entity and Relation Embeddings for Knowledge Graph Completion

■ 链接 | https://www.paperweekly.site/papers/1638

■ 源码 | https://github.com/thunlp/KB2E


扩展阅读: 






■ 论文 | Knowledge Graph Embedding via Dynamic Mapping Matrix

■ 链接 | https://www.paperweekly.site/papers/1639

■ 源码 | https://github.com/thunlp/KB2E





■ 论文 | TransA: An Adaptive Approach for Knowledge Graph Embedding

■ 链接 | https://www.paperweekly.site/papers/1640

■ 源码 | 无


扩展阅读: 






■ 论文 | Learning to Represent Knowledge Graphs with Gaussian Embedding

■ 链接 | https://www.paperweekly.site/papers/1641

■ 源码 | 无




■ 论文 | Embedding Entities and Relations for Learning and Inference in Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1642

■ 源码 | https://github.com/thunlp/OpenKE





■ 论文 | Modeling Relation Paths for Representation Learning of Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1111

■ 源码 | https://github.com/thunlp/KB2E


扩展阅读: 





■ 论文 | Composing Relationships with Translations

■ 链接 | https://www.paperweekly.site/papers/1643

■ 源码 | 无





■ 论文 | From One Point to A Manifold: Knowledge Graph Embedding For Precise Link Prediction

■ 链接 | https://www.paperweekly.site/papers/1644

■ 源码 | 无





■ 论文 | TransG : A Generative Model for Knowledge Graph Embedding

■ 链接 | https://www.paperweekly.site/papers/1645

■ 源码 | https://github.com/BookmanHan/Embedding


扩展阅读: 






■ 论文 | Complex Embeddings for Simple Link Prediction

■ 链接 | https://www.paperweekly.site/papers/1646

■ 源码 | https://github.com/ttrouill/complex





■ 论文 | Holographic Embeddings of Knowledge Graphs

■ 链接 | https://www.paperweekly.site/papers/556

■ 源码 | https://github.com/mnick/holographic-embeddings





■ 论文 | Knowledge Representation Learning with Entities, Attributes and Relations

■ 链接 | https://www.paperweekly.site/papers/1647

■ 源码 | https://github.com/thunlp/KR-EAR


扩展阅读: 






■ 论文 | Knowledge Graph Completion with Adaptive Sparse Transfer Matrix

■ 链接 | https://www.paperweekly.site/papers/1648

■ 源码 | https://github.com/thunlp/KB2E


扩展阅读: 






■ 论文 | Representation Learning of Knowledge Graphs with Hierarchical Types

■ 链接 | https://www.paperweekly.site/papers/1649

■ 源码 | https://github.com/thunlp/TKRL


扩展阅读: 







■ 论文 | STransE: A Novel Embedding Model of Entities and Relationships in Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1650

■ 源码 | https://github.com/datquocnguyen/STransE





■ 论文 | GAKE: Graph Aware Knowledge Embedding

■ 链接 | https://www.paperweekly.site/papers/1651

■ 源码 | https://github.com/JuneFeng/GAKE





■ 论文 | Representation Learning of Knowledge Graphs with Entity Descriptions

■ 链接 | https://www.paperweekly.site/papers/1652

■ 源码 | https://github.com/thunlp/DKRL





■ 论文 | Learning First-Order Logic Embeddings via Matrix Factorization

■ 链接 | https://www.paperweekly.site/papers/1653

■ 源码 | 无





■ 论文 | Semantic Space Projection for Knowledge Graph Embedding with Text Descriptions

■ 链接 | https://www.paperweekly.site/papers/1654

■ 源码 | http://www.ibookman.net/conference.html





■ 论文 | ProjE: Embedding Projection for Knowledge Graph Completion

■ 链接 | https://www.paperweekly.site/papers/1655

■ 源码 | https://github.com/bxshi/ProjE





■ 论文 | Analogical Inference for Multi-Relational Embeddings

■ 链接 | https://www.paperweekly.site/papers/1656

■ 源码 | https://github.com/mana-ysh/knowledge-graph-embeddings





■ 论文 | Image-embodied Knowledge Representation Learning

■ 链接 | https://www.paperweekly.site/papers/449

■ 源码 | https://github.com/xrb92/IKRL


扩展阅读: 






■ 论文 | Iterative Entity Alignment via Joint Knowledge Embeddings

■ 链接 | https://www.paperweekly.site/papers/1657

■ 源码 | https://github.com/thunlp/IEAJKE





关于PaperWeekly


PaperWeekly 是一个推荐、解读、讨论、报道人工智能前沿论文成果的学术平台。如果你研究或从事 AI 领域,欢迎在公众号后台点击「交流群」,小助手将把你带入 PaperWeekly 的交流群里。


▽ 点击 | 阅读原文 | 访问作者Github

您可能也对以下帖子感兴趣

文章有问题?点此查看未经处理的缓存