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In the crowded environment of bio-inspired population-based metaheuristics, the Salp Swarm Optimization (SSO) algorithm recently appeared and immediately gained a lot of momentum. Inspired by the peculiar spatial arrangement of salp…

神经与进化计算 · 计算机科学 2021-11-09 Mauro Castelli , Luca Manzoni , Luca Mariot , Marco S. Nobile , Andrea Tangherloni

This study simulates the evolution of artificial economies in order to understand the tax relevance of administrative boundaries in the quality of life of its citizens. The modeling involves the construction of a computational algorithm,…

多智能体系统 · 计算机科学 2016-10-10 Bernardo Alves Furtado , Isaque Daniel Rocha Eberhardt

The Agentic Service Ecosystem consists of heterogeneous autonomous agents (e.g., intelligent machines, humans, and human-machine hybrid systems) that interact through resource exchange and service co-creation. These agents, with distinct…

多智能体系统 · 计算机科学 2025-08-12 Xuwen Zhang , Xiao Xue , Xia Xie , Qun Ma , Xiangning Yu , Deyu Zhou , Yifan Wang , Ming Zhang

Modern socio-economic systems are undergoing deep integration with artificial intelligence technologies. This paper constructs a heterogeneous agent-based modeling framework that incorporates both human workers and autonomous AI agents, to…

人工智能 · 计算机科学 2025-09-30 Yuxinyue Qian , Jun Liu

Understanding human behavior and society is a central focus in social sciences, with the rise of generative social science marking a significant paradigmatic shift. By leveraging bottom-up simulations, it replaces costly and logistically…

社会与信息网络 · 计算机科学 2026-04-13 Jinghua Piao , Yuwei Yan , Jun Zhang , Nian Li , Junbo Yan , Xiaochong Lan , Zhihong Lu , Zhiheng Zheng , Jing Yi Wang , Di Zhou , Chen Gao , Fengli Xu , Fang Zhang , Ke Rong , Jun Su , Yong Li

We study the stable marriage problem from different points of view. We proposed a microscopic dynamic that lead the system to a stationary state that we are able to characterize analytically. Then, we derive a thermodynamical description of…

物理与社会 · 物理学 2009-11-11 Alejandro Lage-Castellanos , Roberto Mulet

Public scarce resource allocation plays a crucial role in economics as it directly influences the efficiency and equity in society. Traditional studies including theoretical model-based, empirical study-based and simulation-based methods…

计算与语言 · 计算机科学 2024-10-21 Jiarui Ji , Yang Li , Hongtao Liu , Zhicheng Du , Zhewei Wei , Weiran Shen , Qi Qi , Yankai Lin

Agent-based models (ABMs) have shown promise for modelling various real world phenomena incompatible with traditional equilibrium analysis. However, a critical concern is the manual definition of behavioural rules in ABMs. Recent…

多智能体系统 · 计算机科学 2024-02-02 Benjamin Patrick Evans , Sumitra Ganesh

The creation and destruction of agents in cooperative multi-agent reinforcement learning (MARL) is a critically under-explored area of research. Current MARL algorithms often assume that the number of agents within a group remains fixed…

It has been shown that social institutions impact human motivations to produce different behaviours, such as amount of working or specialisation in labor. With advancement in artificial intelligence (AI), specifically large language models…

多智能体系统 · 计算机科学 2024-11-28 Aslan S. Dizaji

In Polyamorous Scheduling, we are given an edge-weighted graph and must find a periodic schedule of matchings in this graph which minimizes the maximal weighted waiting time between consecutive occurrences of the same edge. This NP-hard…

数据结构与算法 · 计算机科学 2024-11-12 Yuriy Biktairov , Leszek Gąsieniec , Wanchote Po Jiamjitrak , Namrata , Benjamin Smith , Sebastian Wild

Significant effort has been made to solve computationally expensive optimization problems in the past two decades, and various optimization methods incorporating surrogates into optimization have been proposed. Most research focuses on…

最优化与控制 · 数学 2022-04-11 Julian Blank , Kalyanmoy Deb

We develop a multi-agent reinforcement learning (MARL) algorithm to minimize the total energy consumption of multiple massive MIMO (multiple-input multiple-output) base stations (BSs) in a multi-cell network while preserving the overall…

信息论 · 计算机科学 2024-02-06 Tianzhang Cai , Qichen Wang , Shuai Zhang , Özlem Tuğfe Demir , Cicek Cavdar

Federated learning (FL) in multi-service provider (SP) ecosystems is fundamentally hampered by non-cooperative dynamics, where privacy constraints and competing interests preclude the centralized optimization of multi-SP communication and…

机器学习 · 计算机科学 2025-08-29 Renxuan Tan , Rongpeng Li , Xiaoxue Yu , Xianfu Chen , Xing Xu , Zhifeng Zhao

Social network simulation plays a crucial role in addressing various challenges within social science. It offers extensive applications such as state prediction, phenomena explanation, and policy-making support, among others. In this work,…

社会与信息网络 · 计算机科学 2025-06-05 Chen Gao , Xiaochong Lan , Zhihong Lu , Jinzhu Mao , Jinghua Piao , Huandong Wang , Depeng Jin , Yong Li

As Large Language Models (LLMs) transition from text processors to autonomous agents, evaluating their social reasoning in embodied multi-agent settings becomes critical. We introduce SocialGrid, an embodied multi-agent environment inspired…

人工智能 · 计算机科学 2026-04-20 Hikaru Shindo , Hanzhao Lin , Lukas Helff , Patrick Schramowski , Kristian Kersting

Most real-world optimization problems are difficult to solve with traditional statistical techniques or with metaheuristics. The main difficulty is related to the existence of a considerable number of local optima, which may result in the…

神经与进化计算 · 计算机科学 2022-06-08 Gloria Pietropolli , Giuliamaria Menara , Mauro Castelli

Particle Swarm Optimization (PSO) is an Evolutionary Algorithm (EA) that utilizes a swarm of particles to solve an optimization problem. Slow Intelligence System (SIS) is a learning framework which slowly learns the solution to a problem…

神经与进化计算 · 计算机科学 2018-04-04 Mohammad Hasanzadeh Mofrad , S. K. Chang

Multivariate adaptive regression splines (MARS) is a flexible statistical modeling method that has been popular for data mining applications. MARS has also been employed to approxmiate unknown relationships in optimzation for complex…

最优化与控制 · 数学 2020-06-30 Xinglong Ju , Jay M. Rosenberger , Victoria C. P. Chen , Feng Liu

Multiagent systems deployed in the real world need to cooperate with other agents (including humans) nearly as effectively as these agents cooperate with one another. To design such AI, and provide guarantees of its effectiveness, we need…

人工智能 · 计算机科学 2023-05-30 Robert Loftin , Mustafa Mert Çelikok , Frans A. Oliehoek