Opinion dynamics in social networks: From models to data
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Abstract (arXiv)
Opinions are an integral part of how we perceive the world and each other. They shape collective action, playing a role in democratic processes, the evolution of norms, and cultural change. For decades, researchers in the social and natural sciences have tried to describe how shifting individual perspectives and social exchange lead to archetypal states of public opinion like consensus and polarization. Here we review some of the many contributions to the field, focusing both on idealized models of opinion dynamics, and attempts at validating them with observational data and controlled sociological experiments. By further closing the gap between models and data, these efforts may help us understand how to face current challenges that require the agreement of large groups of people in complex scenarios, such as economic inequality, climate change, and the ongoing fracture of the sociopolitical landscape.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Jan 2022.
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Citing papers per year: 2023: 2; 2024: 1; 2025: 1; 2026: 2.
6 papers.
- 2024Variational Inference of Parameters in Opinion Dynamics Modelscited by 3
- 2025How Social is It? A Benchmark for LLMs' Capabilities in Multi-user Multi-turn Social Agent Taskscited by 3
- 2026Exploration of the generative capabilities of Boltzmann machines applied to social systems under the majority rulecited by 1
- 2023Questions of science: chatting with ChatGPT about complex systemscited by 0
- 2023Phase Transitions of Civil Unrest across Countries and Timecited by 0
- 2026LLM Agents Make Collective Belief Dynamics Programmable: Challenges and Research Directionscited by 0
- 2026Exploration of the generative capabilities of Boltzmann machines applied to social systems under the majority rule25 Jul 2026
- 2026LLM Agents Make Collective Belief Dynamics Programmable: Challenges and Research Directions19 May 2026
- 2025How Social is It? A Benchmark for LLMs' Capabilities in Multi-user Multi-turn Social Agent Tasks4 Apr 2025
- 2024Variational Inference of Parameters in Opinion Dynamics Models8 Mar 2024
- 2023Phase Transitions of Civil Unrest across Countries and Time14 Jun 2023
- 2023Questions of science: chatting with ChatGPT about complex systems29 Mar 2023