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Anupam Gupta

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#machine learning Preprint Oct 2026

Optimal and Efficient Online Inverse Optimization

In online inverse linear optimization, a learner recommends an action and then observes the choice of an expert who maximizes a fixed, unknown linear objective on $\mathbb{R}^{d}$; the goal is to learn to optimize this objective without observing it. Sakaue recently obtained the optimal regret $O(\sqrt d)$ with a rando...

Anupam Gupta, Guru Guruganesh, Hong-Hao Lin et al. · 0 citations

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