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unconstrained online learning ashok cutkosky

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Fully Unconstrained Online Learning

Neural Information Processing SystemsDec-24-2025, 01:07:09 GMT

Importantly, this matches the optimal bound $G\|w_\star\|\sqrt{T}$ available with such knowledge (up to logarithmic factors), unless either $\|w_\star\|$ or $G$ is so large that even $G\|w_\star\|\sqrt{T}$ is roughly linear in $T$. Thus, at a high level it matches the optimal bound in all cases in which one can achieve sublinear regret.

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Neural Information Processing Systems

Industry: Education > Educational Setting > Online (0.45)

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Information Technology > Enterprise Applications > Human Resources > Learning Management (0.45)
Information Technology > Artificial Intelligence > Machine Learning (0.45)

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