arxivcs.GTcs.LG2026-07-14
On Incentivized Exploration beyond Bayesianism and Full-Information
Dimitar Chakarov, Lee Cohen, Nathan Srebro
We extend Incentive Compatible Exploration beyond the Bayesian full-information setting of Kremer et al. [2014]. We consider agents that may possess external information unknown to the principal. We show such settings require new notions of incentivized exploration, as well as go…