An Adaptive Learning Framework for Efficient Emergence of Social Norms

被引:0
|
作者
Yu, Chao [1 ]
Lv, Hongtao [1 ]
Sen, Sandip [2 ]
Hao, Jianye [3 ]
Ren, Fenghui [4 ]
Liu, Rui [1 ]
机构
[1] Dalian Univ Technol, Sch Comp Sci & Technol, Dalian 116024, Peoples R China
[2] Univ Tulsa, Dept Math & Comp Sci, Tulsa, OK 74104 USA
[3] Tianjin Univ, Sch software, Tianjin 300072, Peoples R China
[4] Univ Wollongong, Sch Comp Sci & Software Engn, Wollongong, NSW 2500, Australia
基金
中国国家自然科学基金;
关键词
Norm Emergence; Reinforcement Learning; Social Networks;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates how norm emergence can be facilitated by agents' adaptive learning behaviors. A general learning framework is proposed, in which agents can dynamically adapt their learning behaviors through social learning of their individual learning experience. Experimental results indicate that the proposed framework outperforms the static learning framework in various comparison criteria.
引用
收藏
页码:1307 / 1308
页数:2
相关论文
共 50 条
  • [1] Adaptive Learning for Efficient Emergence of Social Norms in Networked Multiagent Systems
    Yu, Chao
    Lv, Hongtao
    Sen, Sandip
    Ren, Fenghui
    Tan, Guozhen
    [J]. PRICAI 2016: TRENDS IN ARTIFICIAL INTELLIGENCE, 2016, 9810 : 805 - 818
  • [2] Collective Learning and Information Diffusion for Efficient Emergence of Social Norms
    Yu, Chao
    Wang, Zhen
    Lv, Hongtao
    Bao, Honglin
    Li, Yapeng
    [J]. MULTI-AGENT AND COMPLEX SYSTEMS, 2017, 670 : 193 - 210
  • [3] Heuristic Collective Learning for Efficient and Robust Emergence of Social Norms
    Hao, Jianye
    Sun, Jun
    Huang, Dongping
    Cai, Yi
    Yu, Chao
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS & MULTIAGENT SYSTEMS (AAMAS'15), 2015, : 1647 - 1648
  • [4] Emergence of Norms Through Social Learning
    Sen, Sandip
    Airiau, Stephane
    [J]. 20TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2007, : 1507 - 1512
  • [5] Neural Learning for the Emergence of Social Norms in Multiagent Systems
    Yu, Chao
    Chen, Yatong
    Lv, Hongtao
    Ren, Jiankang
    Ge, Hongwei
    Sun, Liang
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON AGENTS (ICA), 2017, : 40 - 45
  • [6] On the emergence of social norms
    Feld, SL
    [J]. CONTEMPORARY SOCIOLOGY-A JOURNAL OF REVIEWS, 2002, 31 (06) : 638 - 640
  • [7] Efficient and Robust Emergence of Norms through Heuristic Collective Learning
    Hao, Jianye
    Sun, Jun
    Chen, Guangyong
    Wang, Zan
    Yu, Chao
    Ming, Zhong
    [J]. ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2018, 12 (04)
  • [8] Hierarchical Learning for Emergence of Social Norms in Networked Multiagent Systems
    Yu, Chao
    Lv, Hongtao
    Ren, Fenghui
    Bao, Honglin
    Hao, Jianye
    [J]. AI 2015: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2015, 9457 : 630 - 643
  • [9] Collective Learning for the Emergence of Social Norms in Networked Multiagent Systems
    Yu, Chao
    Zhang, Minjie
    Ren, Fenghui
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (12) : 2342 - 2355
  • [10] The Emergence of Social Norms and Conventions
    Hawkins, Robert X. D.
    Goodman, Noah D.
    Goldstone, Robert L.
    [J]. TRENDS IN COGNITIVE SCIENCES, 2019, 23 (02) : 158 - 169