Portfolio Risk Bounds via Language-Model Representations
August 29, 2026
A new method uses multi-firm Wasserstein-2 dispersion from firm-level characteristics to provide one-sided certificates of portfolio risk without requiring cross-asset return covariances.
HOW THIS AFFECTS YOU
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researcherThis offers a convex objective for risk assessment in high-dimensional panels where covariance estimation is difficult.