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Akshay Balsubramani

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#machine learning Preprint Aug 2026

The concentration game: Bayesian updating, regret, and information

A two-player zero-sum repeated game between a learner and nature whose value identity generates Bayesian updating and an exact accounting of exponential-weights regret at once is given, and supplies the comparator-class variational form that a wide class of concentration phenomena share.

Akshay Balsubramani · 0 citations