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It essentially corresponds to the standard elliptical potential lemma, but here adapted to the presence of delays · 2020

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Exploiting Curvature in Online Convex Optimization with Delayed Feedback

cs.LG · 2025-06-09 · accept · novelty 7.0

Delayed-feedback FTRL, Online Newton Step, and a clipped Vovk-Azoury-Warmuth forecaster achieve regret of order min{logarithmic in maximum backlog, square root of total delay} for strongly convex, exp-concave, and online linear regression losses.

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  • Exploiting Curvature in Online Convex Optimization with Delayed Feedback cs.LG · 2025-06-09 · accept · none · ref 12

    Delayed-feedback FTRL, Online Newton Step, and a clipped Vovk-Azoury-Warmuth forecaster achieve regret of order min{logarithmic in maximum backlog, square root of total delay} for strongly convex, exp-concave, and online linear regression losses.