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The role of knowledge graph on responsible AI realization: research opportunities, gaps and challenges
Citation
Li, Xiang and Liu, Q and Bai, Q and Xu, X, The role of knowledge graph on responsible AI realization: research opportunities, gaps and challenges, Computer pp. 2-11. ISSN 1558-0814 (2023) [Refereed Article]
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DOI: doi:10.1109/MC.2022.3227580
Abstract
As the development of AI algorithms the performance of AI systems has been largely
improved. It, in turn, extends AI-empowered applications and makes AI play an increasingly important role in humans’ life. Thus, building Responsible AI which can be trusted by human has drawn much research attention in recent years. Linking various studies on Responsible AI through commonly accepted ethical values facilitates realizing it in the practice of designing, developing and deploying AI systems. Knowledge graph, as its advanced representation capability on facts and knowledge, can be used to represent and link heterogeneous information to support realizing Responsible AI. In this work, we reveal that knowledge graph brings opportunities for representing and processing unstructured information in legal documents, AI systems, and human interaction. Meanwhile, we intend to identify research gaps and challenges to smooth the future work.
Item Details
Item Type: | Refereed Article |
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Keywords: | knowledge graph, knowledge representation, responsible AI |
Research Division: | Information and Computing Sciences |
Research Group: | Artificial intelligence |
Research Field: | Knowledge representation and reasoning |
Objective Division: | Information and Communication Services |
Objective Group: | Information systems, technologies and services |
Objective Field: | Computer systems |
UTAS Author: | Li, Xiang (Ms Xiang Li) |
UTAS Author: | Bai, Q (Dr Quan Bai) |
ID Code: | 154604 |
Year Published: | 2023 |
Deposited By: | Information and Communication Technology |
Deposited On: | 2022-12-14 |
Last Modified: | 2023-01-30 |
Downloads: | 0 |
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