Complex Contagions: A Decade in Review
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Abstract (arXiv)
Since the publication of 'Complex Contagions and the Weakness of Long Ties' in 2007, complex contagions have been studied across an enormous variety of social domains. In reviewing this decade of research, we discuss recent advancements in applied studies of complex contagions, particularly in the domains of health, innovation diffusion, social media, and politics. We also discuss how these empirical studies have spurred complementary advancements in the theoretical modeling of contagions, which concern the effects of network topology on diffusion, as well as the effects of individual-level attributes and thresholds. In synthesizing these developments, we suggest three main directions for future research. The first concerns the study of how multiple contagions interact within the same network and across networks, in what may be called an ecology of contagions. The second concerns the study of how the structure of thresholds and their behavioral consequences can vary by individual and social context. The third area concerns the roles of diversity and homophily in the dynamics of complex contagion, including both diversity of demographic profiles among local peers, and the broader notion of structural diversity within a network. Throughout this discussion, we make an effort to highlight the theoretical and empirical opportunities that lie ahead.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Oct 2017.
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Citing papers per year: 2022: 1; 2023: 0; 2024: 0; 2025: 2; 2026: 1.
4 papers.
- 2025When Your AI Agent Succumbs to Peer-Pressure: Studying Opinion-Change Dynamics of LLMscited by 14
- 2025Understanding GNNs and Homophily in Dynamic Node Classificationcited by 2
- 2022Topological data analysis of truncated contagion mapscited by 0
- 2026Large language models for spreading dynamics in complex systemscited by 0
- 2026Large language models for spreading dynamics in complex systems8 Feb 2026
- 2025When Your AI Agent Succumbs to Peer-Pressure: Studying Opinion-Change Dynamics of LLMs21 Oct 2025
- 2025Understanding GNNs and Homophily in Dynamic Node Classification29 Apr 2025
- 2022Topological data analysis of truncated contagion maps3 Mar 2022