We are working on a new approach to modeling complex social systems where generative AI is used to better represent human behavior. We refer to this new paradigm of modeling as "generative agent-based modeling," GABM. In these models, individuals are "autonomous", empowered by generative AI. Our recent papers:
Hosseinichimeh, N., Majumdar, A., Williams, R., & Ghaffarzadegan, N. (2024). From text to map: a system dynamics bot for constructing causal loop diagrams. System Dynamics Review, e1782.
Ghaffarzadegan, N., Majumdar, A., Williams, R., & Hosseinichimeh, N. (2024). Generative agent‐based modeling: an introduction and tutorial. System Dynamics Review, 40(1), e1761.
Williams, R., Hosseinichimeh, N., Majumdar, A., & Ghaffarzadegan, N. (2023). Epidemic modeling with generative agents. arXiv preprint arXiv:2307.04986.
Media coverage:
Daily Beast: ChatGPT Invented This Fake Epidemic. Can It Help Prevent the Next One?
Daily Mail: Could ChatGPT save us from the next pandemic? Researchers are using the free AI to simulate future outbreaks
Asharq Al-Awsat: Could AI Help Prevent Future Epidemics?
Euronews: Disease X: How AI could help plan our response to future pandemics
Ghaffarzadegan, N., Majumdar, A., Williams, R., & Hosseinichimeh, N. (2024) Large Language Models May Capture Human Preferences and Decisions: The Persona Hypothesis, Researchgate. DOI: 10.13140/RG.2.2.11782.18242
Ongoing projects.
MarketX: This project is about modeling customer choices with different demographics and preferences. The project is finished, and the client is already using the outcomes in a large scale. The program is confidential and the IP is purchased by the client.
AgentX
CommunityX