In this paper, we demonstrate the application of Fuzzy Markup Language (FML) to construct an FML-based Dynamic Assessment Agent (FDAA), and we present an FML-based Human-Machine Cooperative System (FHMCS) for the game of Go. The proposed FDAA comprises an intelligent decision-making and learning mechanism, an intelligent game bot, a proximal development agent, and an intelligent agent. The intelligent game bot is based on the open-source code of Facebook Darkforest, and it features a representational state transfer application programming interface mechanism. The proximal development agent contains a dynamic assessment mechanism, a GoSocket mechanism, and an FML engine with a fuzzy knowledge base and rule base. The intelligent agent contains a GoSocket engine and a summarization agent that is based on the estimated win rate, real-time simulation number, and matching degree of predicted moves. Additionally, the FML for player performance evaluation and linguistic descriptions for game results commentary are presented. We experimentally verify and validate the performance of the FDAA and variants of the FHMCS by testing five games in 2016 and 60 games of Google Master Go, a new version of the AlphaGo program, in January 2017. The experimental results demonstrate that the proposed FDAA can work effectively for Go applications.
Crafting Desirable Climate Trajectories with RL Explored Socio-Environmental Simulations
UCL Centre for Artificial Intelligence, Department of Computer Science（伦敦大学学院人工智能中心，计算机科学系）；University College London（伦敦大学学院）；London（伦敦）；United Kingdom（英国）
Cooperative Informative Sensing for Monitoring Dynamic Indoor Environments via Multi-Agent Reinforcement Learning
Korea Advanced Institute of Science and Technology（韩国科学技术院）；Stanford University（斯坦福大学）；University of California, Berkeley（加州大学伯克利分校）；University of California, Riverside（加州大学河滨分校）
CoopGuard: Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Round Attacks
School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学与工程学院）；Department of Computer Science, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系）；Big Data Institute, Central South University（中南大学大数据研究院）
EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents
School of Data Science, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）数据科学学院）；AI Lab, Tencent（腾讯AI实验室）；Robotics X, Tencent（腾讯Robotics X实验室）；Nanjing University of Posts and Telecommunications（南京邮电大学）
Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson values
Artificial and Natural Intelligence Toulouse Institute (ANITI)（图卢兹人工与自然智能研究所）；University of Toulouse（图卢兹大学）；ISAE-Supaero（法国高等航空航天学院）；Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI)（安达卢西亚数据科学与计算智能研究所）；Research Center for Information and Communications Technologies of the University of Granada (CITIC-UGR)（格拉纳达大学信息与通信技术研究中心）；University of Granada（格拉纳达大学）
Welfare Diplomacy: Benchmarking Language Model Cooperation
Stanford University（斯坦福大学）；Center on Long-Term Risk（长期风险研究中心）；UC Berkeley（加州大学伯克利分校）；University of Oxford（牛津大学）；Mila（米拉研究所）；Université de Montréal（蒙特利尔大学）
Guided Collaboration in Heterogeneous LLM-Based Multi-Agent Systems via Entropy-Based Understanding Assessment and Experience Retrieval
Faculty of Data Science, City University of Macau（数据科学学院，澳门城市大学）；Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology (Shandong Academy of Sciences)（计算能力网络与信息安全重点实验室，教育部，山东计算机科学中心，齐鲁工业大学（山东科学院））；Shandong Provincial Key Laboratory of Computing Power Internet and Service Computing, Shandong Fundamental Research Center for Computer Science（山东省计算能力互联网与服务计算重点实验室，山东省计算机科学基础研究中心）
Constrained Human-AI Cooperation: An Inclusive Embodied Social Intelligence Challenge
Carnegie Mellon University（卡内基梅隆大学）；Peking University（北京大学）；University of California, Santa Barbara（加州大学圣芭芭拉分校）；Harvard University（哈佛大学）；University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校）；MIT（麻省理工学院）；Johns Hopkins University（约翰霍普金斯大学）；Honda Research Institute USA（本田美国研究院）
