SciUtopia: Closed-Loop LLM Simulation of 40,000 Researchers Reveals How Academic Ecosystems Evolve
GeorgiaTech · hf · 2026-10-05
Georgia Tech introduces SciUtopia, a persistent closed-loop LLM-agent simulation framework for studying academic research ecosystems.
- It models interconnected processes including research-direction choice, collaboration, submission, peer review, resubmission, citation, funding, and researcher attrition, with states evolving across simulated years.
- Across 61 simulation worlds it simulates 40,000+ researchers from 8,000 institutions, producing 400,000 publication decisions and 1.2M LLM-generated peer reviews.
- Key findings: rejection-driven resubmission substantially amplifies reviewer burden beyond population growth; cautious exploration balances citation impact with career success and long-term topic diversity; resource inequality can emerge even without detectable cumulative advantage from narrowly winning early funding.
- Configurable institutional mechanisms and information channels enable matched counterfactual experiments and targeted interventions. Code is open-sourced on GitHub.
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