Semanlink - Knowledge Graph Embeddings

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30 Documents (Long List)

Pre-trained Models | GraphVite

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2021-02-16 About

[1806.06478] Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment

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2020-09-06 About

[1803.07828] Expeditious Generation of Knowledge Graph Embeddings

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2020-09-02 About

[2009.00318] More is not Always Better: The Negative Impact of A-box Materialization on RDF2vec Knowledge Graph Embeddings

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2020-09-02 About

[2006.13365] Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework

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2020-06-26 About

Bootstrapping Entity Alignment with Knowledge Graph Embedding | IJCAI

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2020-05-11 About

A knowledge graph embedding library for reproducible research

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2020-05-04 About

You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph Embeddings (ICLR 2020)

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2020-05-04 About

[1910.12507] A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?

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2020-05-04 About

[2004.14843] Knowledge Graph Embeddings and Explainable AI

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2020-05-04 About

Deepak Nathani | Pay Attention, Relations are Important

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2020-04-30 About

[1906.01195] Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs

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2020-04-30 About

A Comprehensive Survey of Knowledge Graph Embeddings with Literals: Techniques and Applications

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2020-04-29 About

Chengkai Li sur Twitter : "Link prediction methods on knowledge graphs don't work..."

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2020-03-29 About

[1911.02168] CoKE: Contextualized Knowledge Graph Embedding

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2020-03-22 About

[1902.10197] RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space

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2020-03-03 About

Learning Structured Embeddings of Knowledge Bases (2011)

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2019-08-03 About

Knowledge Graph Embedding: A Survey of Approaches and Applications - IEEE (2017)

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- "facts only" based embeddings
    - Translational Distance Models, distance-based scoring functions
       - TransE and co: entities and relations as points in vector space
           - TransH: relation-specific hyperplanes.
       - Gaussian Embeddings: entities and relations as random variables
    - Semantic matching models, similarity-based scoring functions
        - RESCAL (entities as a vector, relation as a matrix) and familiy
            - DistMult (relation as diagonal matrix)
            - Holographic Embeddings (HolE)
            - etc.
        - Matching with Neural Networks
            - SME, etc
- incorporating other info: entity types, relation paths,
textual descriptions, as well as logical rules
    - entity types
        - semantically smooth embedding
(SSE):  entities of the same type to stay close
to each other in the embedding space
        - type-embodied knowledge representation
learning (TKRL), which can handle hierarchical
entity categories and multiple category labels
- Applications in downstream tasks

2019-05-27 About

open-knowledge-embeddings.pdf - (2019)

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2019-04-29 About

thunlp/OpenKE: An Open-Source Package for Knowledge Embedding (KE)

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2019-04-23 About

Accenture/AmpliGraph: Python library for Representation Learning on Knowledge Graphs

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2019-03-25 About

D2KLab/entity2rec: entity2rec generates item recommendation from knowledge graphs

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2018-06-04 About

Workshop on Deep Learning for Knowledge Graphs and Semantic Technologies

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2018-02-01 About

Knowledge Graph Embedding by Translating on Hyperplanes (2014)

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2018-01-30 About

WORKSHOP: BigNet @ WWW 2018 Workshop on Learning Representations for Big Networks

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2018-01-27 About

Knowledge base completion by learning pairwise-interaction differentiated embeddings | SpringerLink (2015)

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2018-01-27 About

LEARNING GRAPH EMBEDDINGS FOR NODE LABELING AND INFORMATION DIFFUSION IN SOCIAL NETWORKS (2017)

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2018-01-23 About

Knowledge Graph and Text Jointly Embedding (2014)

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2018-01-05 About

Awesome Knowledge Graph Embedding Approaches

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Knowledge Graph Embeddings

2018-01-03 About

[1506.01094] Traversing Knowledge Graphs in Vector Space

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2015-10-31 About

Properties

sl:creationDate : 2018-01-03
sl:creationTime : 2018-01-03T16:42:41Z
rdf:type : sl:Tag
skos:altLabel :
- Knowledge graph embedding@en
- KG embedding@en
- KGE@en
skos:prefLabel : Knowledge Graph Embeddings@en