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
Source PublicationIEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
2023
Volume10Issue:4Pages:877-897
AbstractFrom 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.
KeywordChatGPT, decentralized science (DeSci) decentralized autonomous organization (DAO) machine learning paradigm shift
DOI10.1109/JAS.2023.123561
Citation statistics
Cited Times:29[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/51447
Collection学术期刊_IEEE/CAA Journal of Automatica Sinica
Recommended Citation
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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