DAO to HANOI via DeSci: AI Paradigm Shifts from AlphaGo to ChatGPT

作     者：Qinghai Miao Wenbo Zheng Yisheng Lv Min Huang Wenwen Ding Fei-Yue Wang Qinghai Miao;Wenbo Zheng;Yisheng Lv;Min Huang;Wenwen Ding;Fei-Yue Wang

作者机构：School of Artificial IntelligenceUniversity of Chinese Academy of SciencesBeijing 100049China School of Computer Science and Artificial IntelligenceWuhan University of TechnologyWuhan 430070China Institute of AutomationChinese Academy of SciencesBeijing 100190China Institute of System EngineeringMacao University of Science and TechnologyMacaoChina 

出 版 物：《IEEE/CAA Journal of Automatica Sinica》 (自动化学报（英文版）)

年 卷 期：2023年第10卷第4期

页      面：877-897页

核心收录：

学科分类：0820[工学-石油与天然气工程] 0810[工学-信息与通信工程] 1205[管理学-图书情报与档案管理] 12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 081104[工学-模式识别与智能系统] 08[工学] 0835[工学-软件工程] 0811[工学-控制科学与工程] 0812[工学-计算机科学与技术（可授工学、理学学位）] 

基　　金：This work was supported by the National Key Research and Development Program of China(2020YFB2104001) the National Natural Science Foundation of China(62271485,61903363,U1811463) Open Project of the State Key Laboratory for Management and Control of Complex Systems(20220117) 

主　　题：ChatGPT decentralized science(DeSci) decentralized autonomous organization(DAO) machine learning paradigm shift 

摘      要：From AlphaGo to ChatGPT,the field of AI has launched a series of remarkable achievements in recent ***,comparing,and summarizing these achievements at the paradigm level is important for future AI innovation,but has not received sufficient *** this paper,we give an overview and perspective on machine learning ***,we propose a paradigm taxonomy with three levels and seven dimensions from a knowledge ***,we give an overview on three basic and twelve extended learning paradigms,such as Ensemble Learning,Transfer Learning,etc.,with figures in unified *** further analyze three advanced paradigms,i.e.,AlphaGo,AlphaFold and ***,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.