Cooperative multiplayer Lipschitz bandits with an unknown Lipschitz constant achieve T^(Md+1)/(Md+2)-scale regret in three information structures, with dithering synchronizing the players' discretizations.
Nearly tight bounds for the continuum-armed bandit problem,
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Coordinating the Unknown Lipschitz Constant in Multiplayer Bandits
Cooperative multiplayer Lipschitz bandits with an unknown Lipschitz constant achieve T^(Md+1)/(Md+2)-scale regret in three information structures, with dithering synchronizing the players' discretizations.