Before revision:  We propose non-parametric estimators of direct treatments and marginal spillover effects , which serve for hypothesis testing and policy-design. We derive the estimators ' asymptotic properties, and small sample regret guarantees of the policy estimated through the sequential experiment .
After revision:  We derive asymptotic properties of the marginal effects estimators and finite-sample regret guarantees of the policy estimated through the sequential experiment .