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Quantitative social science is not only about regression analysis or, in general, data inference. Computer simulations of social mechanisms have a 60-year long history. They have been used for many different purposes -- to test scenarios,…

物理与社会 · 物理学 2021-10-01 Petter Holme , Fredrik Liljeros

Simulation models are an absolute necessity in the human and social sciences, which can only very exceptionally use experimental science methods to construct their knowledge. Models enable the simulation of social processes by replacing the…

计算机与社会 · 计算机科学 2020-01-06 J. Raimbault , D. Pumain

At first glance, quantum mechanics and behavioural science seem worlds apart -- one rooted in equations and particles, the other in thoughts and choices. Yet, emerging research reveals a profound and unexpected bridge between them. This…

物理与社会 · 物理学 2025-08-29 Ivan S. Maksymov

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

Human societies continuously transform scattered information into collective judgments and coordinated action, whether through markets discovering prices, governments allocating resources, communities enforcing norms, or science converging…

Quantum simulators are a promising technology on the spectrum of quantum devices from specialized quantum experiments to universal quantum computers. These quantum devices utilize entanglement and many-particle behaviors to explore and…

Consensus formation is a central problem in collective behavior. In this work, we develop quantum models of opinion dynamics that can be exactly solved and implemented on current quantum hardware. By exploiting quantum superposition,…

物理与社会 · 物理学 2026-03-10 Xingyu Guo , Xiaoyang Wang , Lingxiao Wang

In quantum many-body systems, measurements can induce qualitative new features, but their simulation is hindered by the exponential complexity involved in sampling the measurement results. We propose to use machine learning to assist the…

量子物理 · 物理学 2024-12-03 Yuchen Zhu , Molei Tao , Yuebo Jin , Xie Chen

Quantum computing promises to help humanity solve problems that would otherwise be intractable on classical computers. Unlike today's machines, quantum computers use a novel computing process that leverages the foundational quantum…

物理与社会 · 物理学 2024-03-06 Matthias Troyer , Emily Violi Benjamin , Ani Gevorkian

User simulation is an emerging interdisciplinary topic with multiple critical applications in the era of Generative AI. It involves creating an intelligent agent that mimics the actions of a human user interacting with an AI system,…

人工智能 · 计算机科学 2026-04-22 Krisztian Balog , ChengXiang Zhai

As the quantum computing community gravitates towards understanding the practical benefits of quantum computers, having a clear definition and evaluation scheme for assessing practical quantum advantage in the context of specific…

机器学习 · 计算机科学 2023-05-12 Kaitlin Gili , Marta Mauri , Alejandro Perdomo-Ortiz

Generative artificial intelligence (GenAI) has garnered considerable attention for its potential utility in research and scholarship. A growing body of work in sociology and related fields demonstrates both the potential advantages and…

计算机与社会 · 计算机科学 2025-12-03 AJ Alvero , Dustin S. Stoltz , Oscar Stuhler , Marshall Taylor

Generative models realized with machine learning techniques are powerful tools to infer complex and unknown data distributions from a finite number of training samples in order to produce new synthetic data. Diffusion models are an emerging…

量子物理 · 物理学 2024-07-18 Marco Parigi , Stefano Martina , Filippo Caruso

The computing ecosystem has always had deep impacts on society and technology and profoundly changed our lives in myriads of ways. Despite decades of impressive Moore's Law performance scaling and other growth in the computing ecosystem…

新兴技术 · 计算机科学 2019-03-27 Margaret Martonosi , Martin Roetteler

This paper introduces CMASE, a framework for Computational Multi-Agent Society Experiments that integrates generative agent-based modeling with virtual ethnographic methods to support researcher embedding, interactive participation, and…

人工智能 · 计算机科学 2026-03-11 Hanzhong Zhang , Muhua Huang , Jindong Wang

Emerging technologies challenge conventional governance approaches, especially when uncertainty is not a temporary obstacle but a foundational feature as in quantum computing. This paper reframes uncertainty from a governance liability to a…

This article proposes a social simulation paradigm based on the GPT-3.5 large language model. It involves constructing Generative Agents that emulate human cognition, memory, and decision-making frameworks, along with establishing a virtual…

计算机与社会 · 计算机科学 2023-11-14 Bushi Xiao , Ziyuan Yin , Zixuan Shan

Machine learning has emerged recently as a powerful tool for predicting properties of quantum many-body systems. For many ground states of gapped Hamiltonians, generative models can learn from measurements of a single quantum state to…

量子物理 · 物理学 2024-03-05 Haoxiang Wang , Maurice Weber , Josh Izaac , Cedric Yen-Yu Lin

Quantum computing, leveraging quantum phenomena like superposition and entanglement, is emerging as a transformative force in computing technology, promising unparalleled computational speed and efficiency crucial for engineering…

量子物理 · 物理学 2024-08-30 Osama Muhammad Raisuddin , Suvranu De

Understanding of how biological neural networks process information is one of the biggest open scientific questions of our time. Advances in machine learning and artificial neural networks have enabled the modeling of neuronal behavior, but…

量子物理 · 物理学 2024-09-17 Vinicius Hernandes , Eliska Greplova
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