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cs.LG 1

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2025 1

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Improved Bounds for Swap Multicalibration and Swap Omniprediction

cs.LG · 2025-05-27 · conditional · novelty 8.0

An efficient online algorithm achieves O(T^{1/3}) L2-swap multicalibration against bounded linear functions, improving on the prior O(T^{3/4}) and leading to better swap omniprediction and sample complexity bounds.

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  • Improved Bounds for Swap Multicalibration and Swap Omniprediction cs.LG · 2025-05-27 · conditional · none · ref 2

    An efficient online algorithm achieves O(T^{1/3}) L2-swap multicalibration against bounded linear functions, improving on the prior O(T^{3/4}) and leading to better swap omniprediction and sample complexity bounds.