[1904.10281] Quaternion Knowledge Graph Embeddings

[1904.10281] Quaternion Knowledge Graph Embeddings - arXiv

Quaternion embeddings, hypercomplex-valued embeddings with three imaginary components, are utilized to represent entities. Relations are modelled as rotations.

Quaternion Knowledge Graph Embeddings - arXiv

arXiv:1904.10281v3 [cs.LG] 31 Oct 2019. Page 2. a highly expressive model. (2) Quaternion representations are highly desirable for ...

Quaternion Knowledge Graph Embedding - Semantic Scholar

This paper moves beyond standard complex representations, adopting expressive hypercomplex representations for learning representations of entities and ...

[1904.10281] Quaternion Knowledge Graph Embeddings - daily.dev

This work introduces quaternion embeddings, hypercomplex-valued embeddings with three imaginary components, to model entities and relations ...

Pytorch implementation of Quaternion Knowledge Graph Embeddings.

Quaternion Knowledge Graph Embedding. author={Zhang, Shuai and Tay, Yi and Yao, Lina and Liu, Qi}, journal={arXiv preprint arXiv:1904.10281}, year={2019} }

[PDF] Quaternion Knowledge Graph Embeddings - Semantic Scholar

This work moves beyond the traditional complex-valued representations, introducing more expressive hypercomplex representations to model entities and ...

Dynamic Quaternion Embedding for Knowledge Graph Completion

PDF | In recent years, knowledge graph completion methods have been extensively studied, in which graph embedding approaches learn low ...

Dynamic dual quaternion knowledge graph embedding

In order to solve this problem, this paper proposes a novel knowledge graph embedding model called DualDE, which dynamically maps the dual quaternions to the ...

Hacker News 50 on X: "Quaternion Knowledge Graph Embeddings ...

Quaternion Knowledge Graph Embeddings https://t.co/XC1s9264QJ ( ... Quaternion Knowledge Graph Embeddings https://arxiv.org/abs/1904.10281 ...

Knowledge Graph Embeddings using Neural Itô Process

Quaternion knowledge graph embeddings. arXiv preprint arXiv:1904.10281. 7175. Page 12. A Appendix. We organize the appendix as follows: We ...

knowledge graph embedding models - OpenReview

Kbgan: Adversarial learning for knowledge graph embeddings. In Proceedings ... Quaternion knowledge graph embedding. arXiv preprint. arXiv:1904.10281, 2019.

Language Model Guided Knowledge Graph Embeddings

Liu, ''Quaternion knowledge graph embeddings,'' 2019, arXiv:1904.10281. [22] Z. Sun, Z.-H. Deng, J.-Y. Nie, and J. Tang, ''RotatE: Knowledge graph embedding ...

A Quaternion-Embedded Capsule Network Model for Knowledge ...

Most knowledge graph embedding models can model entries of the same dimensions of entities and relationships, capturing some specific infor-.

A Survey on Knowledge Graph Embeddings for Link Prediction - MDPI

In order to improve knowledge graphs, we use knowledge graph embedding ... Quaternion Knowledge Graph Embeddings. arXiv 2019, arXiv:1904.10281. [Google ...

Group Representation Theory for Knowledge Graph Embedding

entity embeddings. We list the score functions for a few popular embedding ... Quaternion knowledge graph embedding. arXiv preprint arXiv:1904.10281 (2019).

A Quaternion-embedded Capsule Network Model for Knowledge ...

Zhang et al., “Quaternion Knowledge Graph Embedding,” arXiv preprint arXiv: 1904.10281, (2019). [26] D. Q. Nguyen et al., “A novel embedding model for ...

You CAN Teach an Old Dog New Tricks! On Training Knowledge ...

TL;DR: We study the impact of training strategies on the performance of knowledge graph embeddings. Abstract: Knowledge graph embedding (KGE) ...

Temporal Relevance for Representing Learning over Temporal ...

Liu, Quaternion Knowledge Graph Embedding, arXiv preprint arXiv:1904.10281 (2019). [34] A. García-Durán, S. Dumancic and M. Niepert, Learning sequence ...

A probabilistic ensemble approach for knowledge graph embedding

Liu, Quaternion knowledge graph embeddings, arXiv preprint arXiv:1904.10281 (2019). Liu, Hallucinating color face image by learning graph representation in ...

(PDF) Language Model Guided Knowledge Graph Embeddings

... Quaternion knowledge graph. embeddings,'' 2019, arXiv:1904.10281. [22] Z. Sun, Z.-H. Deng, J.-Y. Nie, and J. Tang, ''RotatE: Knowledge. graph embedding by ...