
人工智能研究
知识图谱-知识嵌入-多源信息混合模型 论文和解读博客
2023-06-10 13:05:49
东南大学推荐,掌握知识图谱-知识嵌入领域 重要模型的相关论文和解读博客。整理自 https://github.com/npubird/KnowledgeGraphCourse
Entity Type
SSE:Semantically smooth knowle

2015
TKRL:Hierarchical Types.

IJCAI2016
TKRL 解读

Relation Paths
PTransE:Modeling relation path

2015
PTransE 解读

PTransE Github(KB2E)

MLP+PRA:Knowledge vault

ACM2014
PRA+RESCAL Reducing the rank

NIPS2014
Textual Descriptions
NTN: Reason with neural tensor

NIPS2013
NTN 解读

DKRL:entity descriptions

AAAI2016
DKRL 解读

SSP: semantic space projection

AAAI2017
SSP:semantic space project笔记

TEKE: Text-Enhanced Represent

IJCAI2016
TEKE 解读

text jointly embedding

EMNLP2014
Logical Rules
using embeddings and rules

IJCAI2015
KALE:Jointly embedding

EMNLP2016
KALE 解读

RUGE:iterat guidancsoft rules

RUGE 解读

using simple constraints.

2018
simple constraints 解读

其他
Factorizing yago

ACM2012
Factorizing yago解读

Temporal Information

2016
Temporal Information 解读

GAKE: graph aware knowledge

COLING2016
GAKE: graph aware knowle解读

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