Knowledge-aware Zero-Shot Learning: Survey and Perspective

Chen, Jiaoyan; Geng, Yuxia; Chen, Zhuo; Horrocks, Ian; Pan, Jeff Z.; Chen, Huajun

doi:10.24963/ijcai.2021/597

Knowledge-aware Zero-Shot Learning: Survey and Perspective

Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Ian Horrocks, Jeff Z. Pan, Huajun Chen

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Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. Survey Track. Pages 4366-4373.

https://doi.org/10.24963/ijcai.2021/597

Keywords

Knowledge representation and reasoning: General
Multidisciplinary topics and applications: General
Machine learning: General

Abstract

Zero-shot learning (ZSL) which aims at predicting classes that have never appeared during the training using external knowledge (a.k.a. side information) has been widely investigated. In this paper we present a literature review towards ZSL in the perspective of external knowledge, where we categorize the external knowledge, review their methods and compare different external knowledge. With the literature review, we further discuss and outlook the role of symbolic knowledge in addressing ZSL and other machine learning sample shortage issues.

Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Ian Horrocks, Jeff Z. Pan, and Huajun Chen. 2021. Knowledge-aware Zero-Shot Learning: Survey and Perspective. In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21. IJCAI, 4366–4373. https://doi.org/10.24963/ijcai.2021/597

@inproceedings{ijcai2021p597,
  title     = {Knowledge-aware Zero-Shot Learning: Survey and Perspective},
  author    = {Chen, Jiaoyan and Geng, Yuxia and Chen, Zhuo and Horrocks, Ian and Pan, Jeff Z. and Chen, Huajun},
  booktitle = {Proceedings of the Thirtieth International Joint Conference on
               Artificial Intelligence, {IJCAI-21}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Prof. Zhi-Hua Zhou},
  pages     = {4366--4373},
  year      = {2021},
  month     = {8},
  note      = {Survey Track},
  doi       = {10.24963/ijcai.2021/597},
  url       = {https://doi.org/10.24963/ijcai.2021/597},
}

TY  - CPAPER
TI  - Knowledge-aware Zero-Shot Learning: Survey and Perspective
AU  - Chen, Jiaoyan
AU  - Geng, Yuxia
AU  - Chen, Zhuo
AU  - Horrocks, Ian
AU  - Pan, Jeff Z.
AU  - Chen, Huajun
T2  - Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2021
SP  - 4366
EP  - 4373
DO  - 10.24963/ijcai.2021/597
UR  - https://doi.org/10.24963/ijcai.2021/597
ER  -