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Complex systems in science and engineering sometimes exhibit behavior that changes across different regimes. Traditional global models struggle to capture the full range of this complex behavior, limiting their ability to accurately…

机器学习 · 计算机科学 2023-07-24 Okezzi F. Ukorigho , Opeoluwa Owoyele

The ability to compute reward-optimal policies for given and known finite Markov decision processes (MDPs) underpins a variety of applications across planning, controller synthesis, and verification. However, we often want policies (1) to…

计算机科学中的逻辑 · 计算机科学 2025-11-18 Linus Heck , Filip Macák , Milan Češka , Sebastian Junges

We consider in a market model the cooperative emergence of value due to a positive feedback between perception of needs and demand. Here we consider also a negative feedback from production of the traded products, and find that this…

软凝聚态物质 · 物理学 2009-11-10 R. Donangelo , K. Sneppen

Graph-based signal processing techniques have become essential for handling data in non-Euclidean spaces. However, there is a growing awareness that these graph models might need to be expanded into `higher-order' domains to effectively…

The (neo-)evolutionary model of a Triple Helix of University-Industry-Government Relations focuses on the overlay of expectations, communications, and interactions that potentially feed back on the institutional arrangements among the…

计算机与社会 · 计算机科学 2010-01-11 Loet Leydesdorff

In this paper, we analyze the long-term distributive impact of climate change through rising food prices. We use a standard incomplete markets model and account for non-linear Engel curves for food consumption. For the calibration of our…

综合经济学 · 经济学 2023-10-31 Alkis Blanz

A large part of the interest in model-based reinforcement learning derives from the potential utility to acquire a forward model capable of strategic long term decision making. Assuming that an agent succeeds in learning a useful predictive…

机器学习 · 计算机科学 2021-06-29 Alvaro Ovalle , Simon M. Lucas

Humans decompose novel complex tasks into simpler ones to exploit previously learned skills. Analogously, hierarchical reinforcement learning seeks to leverage lower-level policies for simple tasks to solve complex ones. However, because…

机器学习 · 计算机科学 2022-03-15 Ju-Seung Byun , Andrew Perrault

Growing role of intellectual capital within organizations is affecting new strategies related to knowledge management and competence development. Among different aspects related to this field, knowledge diffusion has become one of…

社会与信息网络 · 计算机科学 2015-10-07 Przemyslaw Rozewski , Jaroslaw Jankowski

The goal of policy gradient approaches is to find a policy in a given class of policies which maximizes the expected return. Given a differentiable model of the policy, we want to apply a gradient-ascent technique to reach a local optimum.…

机器学习 · 计算机科学 2019-11-13 Mattis Manfred Kämmerer

Technological innovation is one of the most important variables in the evolution of the textile industry system. As the innovation process changes, so does the degree of technological diffusion and the state of competitive equilibrium in…

综合经济学 · 经济学 2022-04-19 Xiangtai Zuo

We study goal-conditioned RL through the lens of generalization, but not in the traditional sense of random augmentations and domain randomization. Rather, we aim to learn goal-directed policies that generalize with respect to the horizon:…

机器学习 · 计算机科学 2025-01-29 Vivek Myers , Catherine Ji , Benjamin Eysenbach

Economies are complex man-made systems where organisms and markets interact according to motivations and principles not entirely understood yet. The increasing dissatisfaction with the postulates of traditional economics i.e. perfectly…

适应与自组织系统 · 物理学 2012-06-04 Jaime Gomez-Ramirez , Manuel G. Bedia

In a fast-changing technology-driven era, drafting an implementable strategic roadmap to achieve economic prosperity becomes a real challenge. Although the national and international strategic development plans may vary, they usually target…

综合经济学 · 经济学 2020-10-01 Amr A. Adly

It has been suggested that innovations occur mainly by combination: the more inventions accumulate, the higher the probability that new inventions are obtained from previous designs. Additionally, it has been conjectured that the…

物理与社会 · 物理学 2014-07-31 Ricard V. Solé , Daniel R. Amor , Sergi Valverde

Functions or 'functionings' enable to give a structure to any activity and their combinations constitute the capabilities which characterize economic assets such as work utility. The basic law of supply and demand naturally emerges from…

综合经济学 · 经济学 2020-07-29 Emmanuel Chauvet

Wealth taxes are a frequently proposed policy within the post-growth literature, but evaluations of their alignment with post-growth goals, and empirical estimates of their potential effects, are lacking. We contribute to this literature by…

综合经济学 · 经济学 2026-03-19 Thomas Webb , Arthur Apostel , Milena Büchs , Richard Bärnthaler

Labor market institutions are central for modern economies, and their polices can directly affect unemployment rates and economic growth. At the individual level, unemployment often has a detrimental impact on people's well-being and…

社会与信息网络 · 计算机科学 2016-09-07 Abdullah Almaatouq

A significant element of human cooperative intelligence lies in our ability to identify opportunities for fruitful collaboration; and conversely to recognise when the task at hand is better pursued alone. Research on flexible cooperation in…

多智能体系统 · 计算机科学 2026-03-10 Max Taylor-Davies , Neil Bramley , Christopher G. Lucas

We present a macro-finance model with innovation and knowledge spillover. Skilled agents engage in R&D activities (establish firms) or work in the knowledge-intensive sector. Unskilled agents work in the traditional sector. Knowledge…

理论经济学 · 经济学 2025-08-19 Tomohiro Hirano , Keiichi Kishi , Alexis Akira Toda