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For a binary choice problem, the spatial coordination of decisions in an agent community is investigated both analytically and by means of stochastic computer simulations. The individual decisions are based on different local information…

统计力学 · 物理学 2009-11-07 Frank Schweitzer , Joerg Zimmermann , Heinz Muehlenbein

We analyze, both analytically and numerically, the self-organization of a system of "selfish" adaptive agents playing an arbitrary iterated pairwise game (defined by a 2X2 payoff matrix). Examples of possible games to play are: the…

物理与社会 · 物理学 2009-11-10 H. Fort , S. Viola

We study the problem of matching agents who arrive at a marketplace over time and leave after d time periods. Agents can only be matched while they are present in the marketplace. Each pair of agents can yield a different match value, and…

数据结构与算法 · 计算机科学 2018-03-06 Itai Ashlagi , Maximilien Burq , Patrick Jaillet , Amin Saberi

We investigate further several properties of the minority game we have recently introduced. We explain the origin of the phase transition and give an analytical expression of $\sigma^2/N$ in the $N\ll2^M$ region. The ability of the players…

统计力学 · 物理学 2015-06-25 Damien Challet , Yi-Cheng Zhang

Starting from recent experimental observations of starlings and jackdaws, we propose a minimal agent-based mathematical model for bird flocks based on a system of second-order delayed stochastic differential equations with discontinuous…

适应与自组织系统 · 物理学 2021-10-08 Emiliano Cristiani , Marta Menci , Marco Papi , Léonard Brafman

The El Farol bar model, proposed to study the dynamics of competition of agents in a variety of contexts (W. B. Arthur, Amer. Econ. Assoc. Pap. and Proc. 84, 406 (1994)) is studied. We characterize in detail the three regions of the phase…

统计力学 · 物理学 2009-10-31 M. A. R. de Cara , O. Pla , F. Guinea

This work leverages adaptive social learning to estimate partially observable global states in multi-agent reinforcement learning (MARL) problems. Unlike existing methods, the proposed approach enables the concurrent operation of social…

多智能体系统 · 计算机科学 2025-08-11 Ainur Zhaikhan , Malek Khammassi , Ali H. Sayed

The primary focus of multi-agent reinforcement learning (MARL) has been to study interactions among a fixed number of agents embedded in an environment. However, in the real world, the number of agents is neither fixed nor known a priori.…

机器学习 · 计算机科学 2026-02-17 Shishir Sharma , Doina Precup , Theodore J. Perkins

Advances in artificial intelligence often stem from the development of new environments that abstract real-world situations into a form where research can be done conveniently. This paper contributes such an environment based on ideas…

人工智能 · 计算机科学 2022-05-16 Michael Bradley Johanson , Edward Hughes , Finbarr Timbers , Joel Z. Leibo

We study a minimal model for the growth of a phenotypically heterogeneous population of cells subject to a fluctuating environment in which they can replicate (by exploiting available resources) and modify their phenotype within a given…

种群与进化 · 定量生物学 2019-01-23 Andrea De Martino , Thomas Gueudré , Mattia Miotto

We study a sequential resource allocation problem between a fixed number of arms. On each iteration the algorithm distributes a resource among the arms in order to maximize the expected success rate. Allocating more of the resource to a…

机器学习 · 计算机科学 2018-03-29 Yuval Dagan , Koby Crammer

A dynamic memory model is proposed in which an agent ``learns'' a new agent by means of recommendation. The agents can also ``remember'' and ``forget''. The memory size is decreased while the population size is kept constant. ``Fame''…

适应与自组织系统 · 物理学 2008-08-07 Haluk Bingol

This short note studies the simple arithmetic properties of multi-year bonus allocation systems, as recently implemented in the population of teacher-researchers, with the PEDR on the one hand, and with component 3 of the RIPEC on the…

物理与社会 · 物理学 2023-10-04 Olivier Garet

What is the emergent long-run equilibrium of a society where many interacting agents bet on the optimal energy to put in place in order to climb on the Bandwagon? In this paper we study the collective behavior of a large population of…

最优化与控制 · 数学 2018-04-23 Paolo Dai Pra , Elena Sartori , Marco Tolotti

We introduce a minimal agent-based model to qualitatively conceptualize the allocation of limited wealth among more abundant opportunities. We study the interplay of power, satisfaction and frustration in distribution, concentration, and…

物理与社会 · 物理学 2015-10-05 Benoit Mahault , Avadh Saxena , Cristiano Nisoli

As artificial agents become increasingly capable, what internal structure is *necessary* for an agent to act competently under uncertainty? Classical results show that optimal control can be *implemented* using belief states or world…

机器学习 · 计算机科学 2026-04-03 Aran Nayebi

We study a recently proposed model in which an odd number of agents are competing to be in the minority. The agents have one strategy in hand which is to follow the most recent history. Each agent is also assigned a value p, which is the…

凝聚态物理 · 物理学 2009-10-31 P. M. Hui , T. S. Lo , N. F. Johnson

A multi-agent system is trialed as a means of crowd-sourcing inexpensive but high quality streams of predictions. Each agent is a microservice embodying statistical models and endowed with economic self-interest. The ability to fork and…

应用统计 · 统计学 2019-07-18 Peter Cotton

This paper provides a general method to translate a standard economic model with a large number of agents into a field-formalism model. This formalism preserves the system's interactions and microeconomic features at the individual level…

综合金融 · 定量金融 2023-12-29 Pierre Gosselin , Aïleen Lotz

We develop a behavioral asset pricing model in which agents trade in a market with information friction. Profit-maximizing agents switch between trading strategies in response to dynamic market conditions. Due to noisy private information…

交易与市场微观结构 · 定量金融 2019-05-02 Zhentao Shi , Huanhuan Zheng