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cs.LG2023
When Can We Track Significant Preference Shifts in Dueling Bandits?
Joe Suk, Arpit Agarwal
The -armed dueling bandits problem, where the feedback is in the form of noisy pairwise preferences, has been widely studied due its applications in information retrieval, recom…
cs.LG2023★ 1 cited
Online Recommendations for Agents with Discounted Adaptive Preferences
Arpit Agarwal, William Brown
We consider a bandit recommendations problem in which an agent's preferences (representing selection probabilities over recommended items) evolve as a function of past selections,…