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Model-Guided Public-Belief Search

Research tools for scalable search in imperfect-information games.

Public research artifact / 2026

Public-belief search · Imperfect information · Model-guided planning

Project Essay Code

Central Question

Can learned models guide public-belief search without hiding strategic failure in imperfect-information games?

Main Contribution

This project develops research tools that connect learned models with public-belief search. A public belief gives the system a common state for reasoning when players hold different private information.

The repository emphasizes measurable search behavior, reproducible evaluation, and a clear boundary between learned guidance and strategic computation.

Citation

[1] J. Guo, “Model-Guided Public-Belief Search,” GitHub repository, 2026. [Online]. Available: https://github.com/jiaxing-guo/batr-research. [Accessed: Aug. 27, 2026].