Author

Suyi Gao

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Preprint Aug 2026

Self-supervised In-context Operator Learning for Stochastic Mean-Field Control

Stochastic mean-field control (MFC) provides a fundamental framework for coordinating large populations of interacting agents under uncertainty, with a wide range of applications. Existing numerical and deep-learning methods solve one MFC problem instance at a time and must be re-optimized whenever the task changes. In...

Suyi Gao, Mo Zhou, Rong-Jie Lai · 0 citations