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.
Improved algorithms for linear stochastic bandits
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
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.