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「知识表示学习」专题论文推荐 | 每周论文清单

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 | paperweekly.site/papers

■ 源码 | 无

■ 论文 | Knowledge Representation Learning: A Review

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

[ 期刊 & 顶会 ]

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/OpenK

■ 论文 | Learning Structured Embeddings of Knowledge Bases

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

■ 论文 | Translating Embeddings for Modeling Multi-relational Data

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/OpenK

■ 论文 | Knowledge Graph Embedding by Translating on Hyperplanes

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/OpenK

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/KB2E

扩展阅读:

■ 论文 | Knowledge Graph Embedding via Dynamic Mapping Matrix

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/KB2E

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

扩展阅读:

■ 论文 | Learning to Represent Knowledge Graphs with Gaussian Embedding

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/OpenK

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/KB2E

扩展阅读:

■ 论文 | Composing Relationships with Translations

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/BookmanHan/E

扩展阅读:

■ 论文 | Complex Embeddings for Simple Link Prediction

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/ttrouill/com

■ 论文 | Holographic Embeddings of Knowledge Graphs

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/mnick/hologr

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/KR-EA

扩展阅读:

■ 论文 | Knowledge Graph Completion with Adaptive Sparse Transfer Matrix

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/KB2E

扩展阅读:

■ 论文 | Representation Learning of Knowledge Graphs with Hierarchical Types

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/TKRL

扩展阅读:

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

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/datquocnguye

■ 论文 | GAKE: Graph Aware Knowledge Embedding

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/JuneFeng/GAK

■ 论文 | Representation Learning of Knowledge Graphs with Entity Descriptions

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/DKRL

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

■ 链接 | paperweekly.site/papers

■ 源码 | 无

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

■ 链接 | paperweekly.site/papers

■ 源码 | ibookman.net/conference

■ 论文 | ProjE: Embedding Projection for Knowledge Graph Completion

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/bxshi/ProjE

■ 论文 | Analogical Inference for Multi-Relational Embeddings

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/mana-ysh/kno

■ 论文 | Image-embodied Knowledge Representation Learning

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/xrb92/IKRL

扩展阅读:

■ 论文 | Iterative Entity Alignment via Joint Knowledge Embeddings

■ 链接 | paperweekly.site/papers

■ 源码 | github.com/thunlp/IEAJK

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发布于 2018-02-05

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    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。