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Can we simulate a sandbox society with generative agents to model human behavior, thereby reducing the over-reliance on real human trials for assessing public policies? In this work, we investigate the feasibility of simulating…

Multiagent Systems · Computer Science 2025-07-15 Abe Bohan Hou , Hongru Du , Yichen Wang , Jingyu Zhang , Zixiao Wang , Paul Pu Liang , Daniel Khashabi , Lauren Gardner , Tianxing He

Modern Bayesian approaches and workflows emphasize in how simulation is important in the context of model developing. Simulation can help researchers understand how the model behaves in a controlled setting and can be used to stress the…

To observe how individual behavior shapes a larger community's actions, agent-based modeling and simulation (ABMS) has been widely adopted by researchers in social sciences, economics, and epidemiology. While simulations can be run on…

Social and Information Networks · Computer Science 2025-07-16 Ann Nedime Nese Rende , Tolga Yilmaz , Özgür Ulusoy

The massive population election simulation aims to model the preferences of specific groups in particular election scenarios. It has garnered significant attention for its potential to forecast real-world social trends. Traditional…

Computation and Language · Computer Science 2024-11-07 Xinnong Zhang , Jiayu Lin , Libo Sun , Weihong Qi , Yihang Yang , Yue Chen , Hanjia Lyu , Xinyi Mou , Siming Chen , Jiebo Luo , Xuanjing Huang , Shiping Tang , Zhongyu Wei

Simulating consumer decision-making is vital for designing and evaluating marketing strategies before costly real-world deployment. However, post-event analyses and rule-based agent-based models (ABMs) struggle to capture the complexity of…

Artificial Intelligence · Computer Science 2025-10-22 Man-Lin Chu , Lucian Terhorst , Kadin Reed , Tom Ni , Weiwei Chen , Rongyu Lin

Intelligent agents powered by large language models (LLMs) have recently demonstrated impressive capabilities and gained increasing popularity on social media platforms. While LLM agents are reshaping the ecology of social media, there…

Social and Information Networks · Computer Science 2025-12-18 Dizhan Xue , Jing Cui , Shengsheng Qian , Chuanrui Hu , Changsheng Xu

The rapid growth of ride-sharing services presents a promising solution to urban transportation challenges, such as congestion and carbon emissions. However, developing efficient operational strategies, such as pricing, matching, and fleet…

Systems and Control · Electrical Eng. & Systems 2025-05-26 Wang Chen , Hongzheng Shi , Jintao Ke

Simulations, although powerful in accurately replicating real-world systems, often remain inaccessible to non-technical users due to their complexity. Conversely, large language models (LLMs) provide intuitive, language-based interactions…

Computation and Language · Computer Science 2025-05-22 Jacob Kleiman , Kevin Frank , Joseph Voyles , Sindy Campagna

User engagement on social media platforms is influenced by historical context, time constraints, and reward-driven interactions. This study presents an agent-based simulation approach that models user interactions, considering past…

Artificial Intelligence · Computer Science 2025-04-14 Abdul Sittar , Simon Münker , Fabio Sartori , Andreas Reitenbach , Achim Rettinger , Michael Mäs , Alenka Guček , Marko Grobelnik

The structure of social relations is fundamental for the construction of plausible simulation scenarios. It shapes the way actors interact and create their identity within overlapping social contexts. Each actor interacts in multiple…

Multiagent Systems · Computer Science 2015-09-14 Davide Nunes , Luis Antunes

Networked environments shape how information embedded in narratives influences individual and group beliefs and behavior. This raises key questions about how group communication around narrative media impacts belief formation and how such…

Social and Information Networks · Computer Science 2025-11-03 Abha Jha , J. Hunter Priniski , Carolyn Steinle , Fred Morstatter

Generative Agent-Based Modeling (GABM) is an emerging simulation paradigm that combines the reasoning abilities of Large Language Models with traditional Agent-Based Modeling to replicate complex social behaviors, including interactions on…

Social and Information Networks · Computer Science 2025-02-11 Gian Marco Orlando , Valerio La Gatta , Diego Russo , Vincenzo Moscato

Recommender systems play a central role in numerous real-life applications, yet evaluating their performance remains a significant challenge due to the gap between offline metrics and online behaviors. Given the scarcity and limits (e.g.,…

Information Retrieval · Computer Science 2025-04-18 Nicolas Bougie , Narimasa Watanabe

Social network simulation is developed to provide a comprehensive understanding of social networks in the real world, which can be leveraged for a wide range of applications such as group behavior emergence, policy optimization, and…

Social and Information Networks · Computer Science 2026-01-05 Yunyao Zhang , Zikai Song , Hang Zhou , Wenfeng Ren , Yi-Ping Phoebe Chen , Junqing Yu , Wei Yang

The proliferation of fake news in the digital age has raised critical concerns, particularly regarding its impact on societal trust and democratic processes. Diverging from conventional agent-based simulation approaches, this work…

Social and Information Networks · Computer Science 2024-10-21 Xinyi Li , Yu Xu , Yongfeng Zhang , Edward C. Malthouse

The proliferation of social network data has unlocked unprecedented opportunities for extensive, data-driven exploration of human behavior. The structural intricacies of social networks offer insights into various computational social…

Social and Information Networks · Computer Science 2024-01-03 Julie Jiang , Emilio Ferrara

The ability of Large Language Models (LLMs) to mimic human behavior triggered a plethora of computational social science research, assuming that empirical studies of humans can be conducted with AI agents instead. Since there have been…

Computation and Language · Computer Science 2025-10-21 Simon Münker , Nils Schwager , Achim Rettinger

Social media platforms such as Twitter, Reddit, and Sina Weibo play a crucial role in global communication but often encounter strict regulations in geopolitically sensitive regions. This situation has prompted users to ingeniously modify…

Social and Information Networks · Computer Science 2024-05-07 Jinyu Cai , Jialong Li , Mingyue Zhang , Munan Li , Chen-Shu Wang , Kenji Tei

Social media platforms are central to communication, yet their designs remain narrowly focused on engagement and scale. While researchers have proposed alternative visions for online spaces, these ideas are difficult to prototype within…

Human-Computer Interaction · Computer Science 2025-10-06 Yoojin Hong , Martina Di Paola , Braahmi Padmakumar , Hwi Joon Lee , Mahnoor Shafiq , Joseph Seering

Political leaning can be defined as the inclination of an individual towards certain political orientations that align with their personal beliefs. Political leaning inference has traditionally been framed as a binary classification…

Social and Information Networks · Computer Science 2024-06-13 Joseba Fernandez de Landa , Arkaitz Zubiaga , Rodrigo Agerri