21 citations · 67 across the 15 of their papers we have counts for
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math.OC2022★ 1 cited
Learning from Stochastically Revealed Preference
John R. Birge, Xiaocheng Li, Chunlin Sun
We study the learning problem of revealed preference in a stochastic setting: a learner observes the utility-maximizing actions of a set of agents whose utility follows some unknow…
cs.LG2022★ 6 cited
Non-stationary Bandits with Knapsacks
Shang Liu, Jiashuo Jiang, Xiaocheng Li
In this paper, we study the problem of bandits with knapsacks (BwK) in a non-stationary environment. The BwK problem generalizes the multi-arm bandit (MAB) problem to model the res…