Contextual online pricing can safely incorporate biased offline data, achieving the standard square-root-of-T worst-case regret and better rates when the offline bias is small.
Online pricing with offline data: Phase transition and inverse square law
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Contextual Online Pricing with (Biased) Offline Data
Contextual online pricing can safely incorporate biased offline data, achieving the standard square-root-of-T worst-case regret and better rates when the offline bias is small.