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As Large Language Models (LLMs) increasingly appear in social science research (e.g., economics and marketing), it becomes crucial to assess how well these models replicate human behavior. In this work, using hypothesis testing, we present…

计算机与社会 · 计算机科学 2025-06-19 Harbin Hong , Sebastian Caldas , Liu Leqi

One obstacle to applying reinforcement learning algorithms to real-world problems is the lack of suitable reward functions. Designing such reward functions is difficult in part because the user only has an implicit understanding of the task…

机器学习 · 计算机科学 2018-11-20 Jan Leike , David Krueger , Tom Everitt , Miljan Martic , Vishal Maini , Shane Legg

Modelling efforts in opinion dynamics have to a large extent ignored that opinion exchange between individuals can also have an effect on how willing they are to express their opinion publicly. Here, we introduce a model of public opinion…

物理与社会 · 物理学 2020-10-14 Felix Gaisbauer , Eckehard Olbrich , Sven Banisch

Multimodal representation learning is fundamentally about transforming incomparable modalities into comparable representations. While prior research primarily focused on explicitly aligning these representations through targeted learning…

机器学习 · 计算机科学 2025-06-16 Megan Tjandrasuwita , Chanakya Ekbote , Liu Ziyin , Paul Pu Liang

As large language models (LLMs) continue to make significant strides, their better integration into agent-based simulations offers a transformational potential for understanding complex social systems. However, such integration is not…

物理与社会 · 物理学 2024-05-14 Onder Gurcan

Bias in large language models (LLMs) remains a persistent challenge, manifesting in stereotyping and unfair treatment across social groups. While prior research has primarily focused on individual models, the rise of multi-agent systems…

多智能体系统 · 计算机科学 2025-10-14 Thi-Nhung Nguyen , Linhao Luo , Thuy-Trang Vu , Dinh Phung

The notion that cooperation can aid a group of agents to solve problems more efficiently than if those agents worked in isolation is prevalent, despite the little quantitative groundwork to support it. Here we consider a primordial form of…

适应与自组织系统 · 物理学 2014-10-22 José F. Fontanari

Effective collaboration between embodied agents requires more than acting in a shared environment; it demands communication grounded in each agent's evolving understanding of the world. When agents can only partially observe their…

多智能体系统 · 计算机科学 2026-05-19 Vardhan Dongre , Dilek Hakkani-Tür

It the literature have been identified three social mechanisms explaining the similarity between people connected in the network of social relations homophily, confounding and social contagion. The article proposes a simple model for…

社会与信息网络 · 计算机科学 2014-12-01 Blazej Zak , Anita Zbieg

As autonomous agents become more prevalent, understanding their collective behaviour in strategic interactions is crucial. This study investigates the emergent cooperative tendencies of systems of Large Language Model (LLM) agents in a…

多智能体系统 · 计算机科学 2025-01-28 Richard Willis , Yali Du , Joel Z Leibo , Michael Luck

The believable simulation of multi-user behavior is crucial for understanding complex social systems. Recently, large language models (LLMs)-based AI agents have made significant progress, enabling them to achieve human-like intelligence…

人工智能 · 计算机科学 2024-12-16 Yijun Liu , Wu Liu , Xiaoyan Gu , Yong Rui , Xiaodong He , Yongdong Zhang

A complex system is made up of many components with many interactions. So the design of systems such as simulation systems, cooperative systems or assistance systems includes a very accurate modelling of interactional and communicational…

多智能体系统 · 计算机科学 2012-01-19 Alain-Jérôme Fougères

Evolution and propagation of the world's languages is a complex phenomenon, driven, to a large extent, by social interactions. Multilingual society can be seen as a system of interacting agents, where the interaction leads to a modification…

社会与信息网络 · 计算机科学 2018-05-03 Tomasz Raducha , Tomasz Gubiec

The question of how an effective and efficient communication system can emerge in a population of agents that need to solve a particular task attracts more and more attention from researchers in many fields, including artificial…

人工智能 · 计算机科学 2020-04-21 Jens Nevens , Paul Van Eecke , Katrien Beuls

A multi-level model of opinion formation is presented which takes into account that attitudes on different issues are usually not independent. In the model, agents exchange beliefs regarding a series of facts. A cognitive structure of…

物理与社会 · 物理学 2021-10-11 Sven Banisch , Eckehard Olbrich

Language model alignment has become an important component of AI safety, allowing safe interactions between humans and language models, by enhancing desired behaviors and inhibiting undesired ones. It is often done by tuning the model or…

计算与语言 · 计算机科学 2025-05-28 Yotam Wolf , Noam Wies , Dorin Shteyman , Binyamin Rothberg , Yoav Levine , Amnon Shashua

Large language models (LLMs) enable conversational agents (CAs) to express distinctive personalities, raising new questions about how such designs shape user perceptions. This study investigates how personality expression levels and…

人机交互 · 计算机科学 2026-04-30 Hasibur Rahman , Smit Desai

It has been frequently observed that human speakers align their language use with each other during conversations. In this paper, we study empirically whether large language models (LLMs) exhibit the same behavior of conversational…

计算与语言 · 计算机科学 2025-07-23 Florian Kandra , Vera Demberg , Alexander Koller

Agent-based modelling is a powerful tool when simulating human systems, yet when human behaviour cannot be described by simple rules or maximising one's own profit, we quickly reach the limits of this methodology. Machine learning has the…

多智能体系统 · 计算机科学 2022-01-21 Georg Jäger , Daniel Reisinger

As Large Language Models (LLMs) advance in their capabilities, researchers have increasingly employed them for social simulation. In this paper, we investigate whether interactions among LLM agents resemble those of humans. Specifically, we…

计算与语言 · 计算机科学 2025-01-28 Naihao Deng , Rada Mihalcea