本期論文清單來自清華大學博士生韓旭和北師大本科生曹書林，涵蓋了近年知識表示學習方向的重要論文。

[ 綜述類 ]

■?論文 | Representation Learning: A Review and New Perspectives

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

■ 源碼 | 無

■?論文 | Knowledge Representation Learning: A Review

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

■ 源碼 | 無

■?論文 | A Review of Relational Machine Learning for Knowledge Graphs

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

■ 源碼 | 無

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

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

■ 源碼 | 無

[ 期刊 & 頂會 ]

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

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

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

■?論文 | Learning Structured Embeddings of Knowledge Bases

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

■ 源碼 | 無

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

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

■ 源碼 | 無

■?論文 | Reasoning With Neural Tensor Networks for Knowledge Base Completion

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

■ 源碼 | 無

■?論文 | Translating Embeddings for Modeling Multi-relational Data

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

■ 源碼 |?https://github.com/thunlp/OpenKE

■?論文 | Knowledge Graph Embedding by Translating on Hyperplanes

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

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

■?論文 | Learning Entity and Relation Embeddings for Knowledge Graph Completion

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

■ 源碼 | https://github.com/thunlp/KB2E

擴展閱讀：?

• Knowledge Representation and Acquisition | 實錄·PhD Talk
  

■?論文 | Knowledge Graph Embedding via Dynamic Mapping Matrix

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

■ 源碼 |?https://github.com/thunlp/KB2E

■?論文 | TransA:?An Adaptive Approach for Knowledge Graph Embedding

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

■ 源碼 | 無

擴展閱讀：?

• 綜述 | 知識圖譜向量化表示

■?論文 | Learning to Represent Knowledge Graphs with Gaussian Embedding

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

■ 源碼 | 無

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

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

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

■?論文 | Modeling Relation Paths for Representation Learning of Knowledge Bases

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

■ 源碼 | https://github.com/thunlp/KB2E

擴展閱讀：?

• Knowledge Representation and Acquisition | 實錄·PhD Talk

■?論文 | Composing Relationships with Translations

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

■ 源碼 | 無

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

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

■ 源碼 | 無

■?論文 | TransG : A Generative Model for Knowledge Graph Embedding

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

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

擴展閱讀：?

• 一周論文 | 基于翻譯模型(Trans系列)的知識表示學習

■?論文 | Complex Embeddings for Simple Link Prediction

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

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

■?論文 | Holographic Embeddings of Knowledge Graphs

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

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

■?論文 | Knowledge Representation Learning with Entities, Attributes and Relations

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

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

擴展閱讀：?

• Knowledge Representation and Acquisition | 實錄·PhD Talk

■?論文 | Knowledge Graph Completion with Adaptive Sparse Transfer Matrix

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

■ 源碼 |?https://github.com/thunlp/KB2E

擴展閱讀：?

• 綜述 | 知識圖譜向量化表示

■?論文 | Representation Learning of Knowledge Graphs with Hierarchical Types

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

■ 源碼 |?https://github.com/thunlp/TKRL

擴展閱讀：?

• 多源信息表示學習在知識圖譜中的應用 | 實錄·Guru Talk

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

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

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

■?論文 | GAKE: Graph Aware Knowledge Embedding

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

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

■?論文 | Representation Learning of Knowledge Graphs with Entity Descriptions

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

■ 源碼 |?https://github.com/thunlp/DKRL

■?論文 | Learning First-Order Logic Embeddings via Matrix Factorization

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

■ 源碼 | 無

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

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

■ 源碼 |?http://www.ibookman.net/conference.html

■?論文 | ProjE: Embedding Projection for Knowledge Graph Completion

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

■ 源碼 | https://github.com/bxshi/ProjE

■?論文 | Analogical Inference for Multi-Relational Embeddings

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

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

■?論文 | Image-embodied Knowledge Representation Learning

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

■ 源碼 |?https://github.com/xrb92/IKRL

擴展閱讀：?

• 多源信息表示學習在知識圖譜中的應用 | 實錄·Guru Talk

■?論文 | Iterative Entity Alignment via Joint Knowledge Embeddings

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

■ 源碼 |?https://github.com/thunlp/IEAJKE

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