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Robust Decision Aggregation with Second-order Information
When the aggregator is deterministic, we present a robust aggregator that leverages second-order information, which can significantly outperform counterparts without it.
On the Re-Solving Heuristic for (Binary) Contextual Bandits with Knapsacks
To the best of our knowledge, this is the first $\widetilde O(1)$ regret result in the CBwK problem regardless of information feedback models.
Dynamic Budget Throttling in Repeated Second-Price Auctions
Among various budget control methods, throttling has emerged as a popular choice, managing an advertiser's total expenditure by selecting only a subset of auctions to participate in.
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