67 citations
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cs.LG2012★ 67 cited
Leveraging Side Observations in Stochastic Bandits
Stephane Caron, Branislav Kveton, Marc Lelarge +1
This paper considers stochastic bandits with side observations, a model that accounts for both the exploration/exploitation dilemma and relationships between arms. In this setting,…
cs.LG2012★ 14 cited
Comparison-Based Learning with Rank Nets
Amin Karbasi, Stratis Ioannidis, laurent Massoulie
We consider the problem of search through comparisons, where a user is presented with two candidate objects and reveals which is closer to her intended target. We study adaptive st…