DAO to Hanoi via DeSci: AI Paradigm Shift from AlphaGo to ChatGPT

doi:10.1109/JAS.2023.123561

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	DAO to Hanoi via DeSci: AI Paradigm Shift from AlphaGo to ChatGPT
	Miao, Qinghai (proxy) (contact); Zheng, Wenbo; 吕, 宜生; Huang, Min; Ding, Wenwen; Wang, Fei-Yue
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2023
卷号	10 期号:4 页码:877-897
摘要	From AlphaGo to ChatGPT, the field of AI has launched a series of remarkable achievements in recent years. Analyzing, comparing, and summarizing these achievements at the paradigm level is important for future AI innovation, but has not received sufficient attention. In this paper, we give an overview and perspective on machine learning paradigms. First, we propose a paradigm taxonomy with three levels and seven dimensions from a knowledge perspective. Accordingly, we give an overview on three basic and twelve extended learning paradigms, such as Ensemble Learning, Transfer Learning, etc., with figures in unified style. We further analyze three advanced paradigms, i.e., AlphaGo, AlphaFold and ChatGPT. Second, to enable more efficient and effective scientific discovery, we propose to build a new ecosystem that drives AI paradigm shifts through the decentralized science (DeSci) movement based on decentralized autonomous organization (DAO). To this end, we design the Hanoi framework, which integrates human factors, parallel intelligence based on a combination of artificial systems and the natural world, and the DAO to inspire AI innovations.
关键词	ChatGPT, decentralized science (DeSci) decentralized autonomous organization (DAO) machine learning paradigm shift
DOI	10.1109/JAS.2023.123561
引用统计	被引频次：24[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/51447
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Miao, Qinghai ,Zheng, Wenbo,吕, 宜生,et al. DAO to Hanoi via DeSci: AI Paradigm Shift from AlphaGo to ChatGPT[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(4):877-897.
APA	Miao, Qinghai ,Zheng, Wenbo,吕, 宜生,Huang, Min,Ding, Wenwen,&Wang, Fei-Yue.(2023).DAO to Hanoi via DeSci: AI Paradigm Shift from AlphaGo to ChatGPT.IEEE/CAA Journal of Automatica Sinica,10(4),877-897.
MLA	Miao, Qinghai ,et al."DAO to Hanoi via DeSci: AI Paradigm Shift from AlphaGo to ChatGPT".IEEE/CAA Journal of Automatica Sinica 10.4(2023):877-897.

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