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M. Balcan

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Preprint Aug 2026

Learning to Price with Persuasion

This work considers the economic setting recently introduced by Bergemann et al. (2022), where in addition to the menu of quality-price pairs, the seller offers information on the value of the match between product quality and buyer's taste via a signaling scheme and gives the first FPTAS to compute a scheme that maxim...

M. Balcan, Tejas Pagare, Karan Singh · 0 citations
Jul 2026

Efficient Online Proportional Sampling with Applications to Smoothed Online Learning

Under a $\sigma$-smoothed adaptive adversary, a tight $O(\sqrt{\sigma T})$ bound on the depth of the data structure is proved, and an $O(\log T)$ bound under a random-order adversary is proved -- to the authors' knowledge, the first such results for this class of problems.

Amirmahdi Mirfakhar, M. Balcan, Hedyeh Beyhaghi · 0 citations

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