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Generating various strategies for a given task is challenging. However, it has already proven to bring many assets to the main learning process, such as improved behavior exploration. With the growth in the interest of heterogeneity in…

神经与进化计算 · 计算机科学 2022-01-28 Victor Villin , Naoki Masuyama , Yusuke Nojima

Simple models are preferred over complex models, but over-simplistic models could lead to erroneous interpretations. The classical approach is to start with a simple model, whose shortcomings are assessed in residual-based model…

统计方法学 · 统计学 2019-10-22 Torsten Hothorn

Group discussions are a way for individuals to exchange ideas and arguments in order to reach better decisions than they could on their own. One of the premises of productive discussions is that better solutions will prevail, and that the…

计算与语言 · 计算机科学 2017-03-07 Liye Fu , Lillian Lee , Cristian Danescu-Niculescu-Mizil

Integrated Assessment Models (IAMs) of the climate and economy aim to analyze the impact and efficacy of policies that aim to control climate change, such as carbon taxes and subsidies. A major characteristic of IAMs is that their…

综合经济学 · 经济学 2020-10-20 Yongyang Cai

We conduct a laboratory experiment using framing to assess the willingness to ``sell a lemon'', i.e., to undertake an action that benefits self but hurts the other (the ``buyer''). We seek to disentangle the role of other-regarding…

综合经济学 · 经济学 2024-05-24 Ingela Alger , José Ignacio Rivero-Wildemauwe

Selective rationalization has become a common mechanism to ensure that predictive models reveal how they use any available features. The selection may be soft or hard, and identifies a subset of input features relevant for prediction. The…

计算与语言 · 计算机科学 2019-12-17 Mo Yu , Shiyu Chang , Yang Zhang , Tommi S. Jaakkola

Norms have been extensively proposed as coordination mechanisms for both agent and human societies. Nevertheless, choosing the norms to regulate a society is by no means straightforward. The reasons are twofold. First, the norms to choose…

多智能体系统 · 计算机科学 2017-04-04 Maite Lopez-Sanchez , Marc Serramia , Juan A. Rodriguez-Aguilar , Javier Morales , Michael Wooldridge

Popular hypotheses about the origins of collective adaptation are related to two basic behaviours: protection from predators and a combined search for food resources. Among the anti-predator explanations, the predator confusion hypothesis…

多智能体系统 · 计算机科学 2022-09-15 Georgi Ivanov , George Palamas

This chapter reviews the purpose and use of models from the field of complex systems and, in particular, the implications of trying to use models to understand or make decisions within complex situations, such as policy makers usually face.…

多智能体系统 · 计算机科学 2013-11-25 Bruce Edmonds , Carlos Gershenson

Constructed facilities should be robust with respect to the loss of load-bearing elements due to abnormal events. Yet, strengthening structures to withstand such damage has a significant impact on construction costs. Strengthening costs…

系统与控制 · 电气工程与系统科学 2022-02-01 Andre T. Beck , Lucas da Rosa Ribeiro , Marcos Valdebenito , Hector Jensen

Open-pit mine scheduling is a complex real world optimization problem that involves uncertain economic values and dynamically changing resource capacities. Evolutionary algorithms are particularly effective in these scenarios, as they can…

神经与进化计算 · 计算机科学 2026-04-16 Ishara Hewa Pathiranage , Aneta Neumann

Matrix games like Prisoner's Dilemma have guided research on social dilemmas for decades. However, they necessarily treat the choice to cooperate or defect as an atomic action. In real-world social dilemmas these choices are temporally…

多智能体系统 · 计算机科学 2017-02-13 Joel Z. Leibo , Vinicius Zambaldi , Marc Lanctot , Janusz Marecki , Thore Graepel

Recently, invariant risk minimization (IRM) was proposed as a promising solution to address out-of-distribution (OOD) generalization. However, it is unclear when IRM should be preferred over the widely-employed empirical risk minimization…

机器学习 · 计算机科学 2022-08-22 Kartik Ahuja , Jun Wang , Amit Dhurandhar , Karthikeyan Shanmugam , Kush R. Varshney

Exploiting others is beneficial individually but it could also be detrimental globally. The reverse is also true: a higher cooperation level may change the environment in a way that is beneficial for all competitors. To explore the possible…

物理与社会 · 物理学 2018-02-23 Attila Szolnoki , Xiaojie Chen

We discuss the feasibility of predicting, managing and subsequently manipulating, the future evolution of a Complex Adaptive System. Our archetypal system mimics a population of adaptive, interacting objects, such as those arising in the…

物理与社会 · 物理学 2007-05-23 David M. D. Smith , Neil F. Johnson

Influence maximization is a prototypical problem enabling applications in various domains, and it has been extensively studied in the past decade. The classic influence maximization problem explores the strategies for deploying seed users…

社会与信息网络 · 计算机科学 2019-04-15 Guangmo Tong , Ruiqi Wang

Climate Change is an incredibly complicated problem that humanity faces. When many variables interact with each other, it can be difficult for humans to grasp the causes and effects of the very large-scale problem of climate change. The…

机器学习 · 计算机科学 2022-12-01 Theodore Wolf

In human societies the probability of strategy adoption from a given person may be affected by the personal features. Now we investigate how an artificially imposed restricted ability to reproduce, overruling ones fitness, affects an…

种群与进化 · 定量生物学 2008-04-10 A. Szolnoki , M. Perc , G. Szabo

In a dynamic matching market, such as a marriage or job market, how should agents balance accepting a proposed match with the cost of continuing their search? We consider this problem in a discrete setting, in which agents have cardinal…

计算机科学与博弈论 · 计算机科学 2021-06-16 Ishan Agarwal , Richard Cole , Yixin Tao

As large language models (LLMs) evolve from single-user assistants to active participants in civic and workplace deliberation, evaluating their effects on collective decision making becomes a governance challenge. We present two empirical…

人机交互 · 计算机科学 2026-05-15 Aaron Parisi , Nithum Thain , Alden Hallak , Vivian Tsai , Crystal Qian