COBRA combines contextual bandits with a VCG-inspired leave-one-out detection mechanism so that truthful reporting becomes an approximate equilibrium while regret stays sub-linear.
On multi-armed bandit designs for dose-finding trials
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COBRA: Contextual Bandit Algorithm for Ensuring Truthful Strategic Agents
COBRA combines contextual bandits with a VCG-inspired leave-one-out detection mechanism so that truthful reporting becomes an approximate equilibrium while regret stays sub-linear.