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Author

Chun-Sung Huang

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Preprint Sep 2026

Information Games: Strategic Crowding and Firm Repositioning in Language-Model Space

Firms follow changing economic opportunities, but rivalry changes their response. We develop ESCAPE, a rational-share game of distribution-valued positioning with heterogeneous capability costs, establish a unique equilibrium, and derive an exact reallocation restriction separating opportunity and crowding contribution...

Marcus Gawronsky, Chun-Sung Huang · 0 citations
Preprint Aug 2026

Portfolio Risk Bounds without Cross-Asset Return Covariances: Distributional Fields from Language-Model Representations

Portfolio risk assessment ordinarily relies on reliable estimates of cross-asset return covariances, which are difficult to obtain in short, high-dimensional panels. We show that firm-level distribution-valued characteristics can instead provide one-sided certificates of portfolio risk. Under maintained links from char...

Marcus Gawronsky, Chun-Sung Huang · 2 citations

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