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Machine-learning applications of algorithmic randomness , author=

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cs.LG 1

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2026 1

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CONDITIONAL 1

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Instance-Adaptive Online Multicalibration

cs.LG · 2026-05-10 · conditional · novelty 8.0

A single online multicalibration algorithm adaptively refines a dyadic grid and achieves instance-dependent rates: O(T^{2/3}) worst-case, O(sqrt T) for marginal stochastic data, and O(sqrt(JT)) for J-piecewise stationary means.

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  • Instance-Adaptive Online Multicalibration cs.LG · 2026-05-10 · conditional · none · ref 20

    A single online multicalibration algorithm adaptively refines a dyadic grid and achieves instance-dependent rates: O(T^{2/3}) worst-case, O(sqrt T) for marginal stochastic data, and O(sqrt(JT)) for J-piecewise stationary means.