In the naming game, individuals or agents exchange pairwise local information in order to communicate about objects in their common environment. The goal of the game is to reach a consensus about naming these objects. Originally used to investigate language formation and self-organizing vocabularies, we extend the classical naming game with a globally shared memory accessible by all agents. This shared memory can be interpreted as an external source of knowledge like a book or an Internet site. The extended naming game models an environment similar to one that can be found in the context of social bookmarking and collaborative tagging sites where users tag sites using appropriate labels, but also mimics an important aspect in the field of human-based image labeling. Although the extended naming game is non-deterministic in its word selection, we show that consensus towards a common vocabulary is reached. More importantly, we show the qualitative and quantitative influence of the external source of information, i.e. the shared memory, on the consensus dynamics between the agents.
The Naming Game in Social Networks: Community Formation and Consensus Engineering
我们研究了博弈的动力学[Baronchelli et al.，等人（2006）J. Stat.机械：理论实验P06014]在经验社交网络中。这种程式化的基于代理的模型捕捉协议动态在网络中的自治代理的基本特征，对应于共享的分类方案的人工代理或意见传播和社会动态的社交网络的网络中的发展。我们的研究重点是社区的影响，在潜在的社会图上的协议过程的结果。我们发现，具有强大的社区结构的网络阻碍了系统达成全球协议，在这些网络中的网络博弈的演变保持集群的共存意见无限期。此外，我们研究基于代理的网络策略，以促进收敛到全球共识。
Microscopic dynamics of consensus formation in multi-agent LLM Naming Games
Critiqality；Ca’ Foscari University of Venice（威尼斯大学）；Universidad de la República（共和国大学）；Università degli Studi di Parma（帕尔马大学）；INFN, Gruppo Collegato di Parma（意大利国家核物理研究所，帕尔马协作组）
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning
Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）；School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）
Insider Attacks in Multi-Agent LLM Consensus Systems
Department of XXX, University of YYY, Location, Country（XXX系，YYY大学，Location，Country）；School of ZZZ, Institute of WWW, Location, Country（ZZZ学院，WWW研究所，Location，Country）；Department of Computer Science, Tulane University, New Orleans, United States of America（计算机科学系， Tulane大学，新奥尔良，美国）
CCKS: Consensus-based Communication and Knowledge Sharing
Public Computing Cloud, Renmin University of China（中国人民大学公共计算云）；School of Information, Renmin University of China（中国人民大学信息学院）；State Key Laboratory of Multimodal Artificial Intelligence Systems, Beijing Engineering Research Center of Intelligent Systems and Technology, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，智能系统与技术北京工程研究中心，中国科学院自动化研究所）；The Information Science Academy, China Electronics Technology Group Corporation（中国电子科技集团有限公司信息科学研究院）；Department of Mechatronics Engineering, Guangdong University of Technology（广东工业大学机电工程学院）
