Robust causal bandits for linear models
The sequential design of experiments for optimizing a reward function in causal systems can
be effectively modeled by the sequential design of interventions in causal bandits (CBs). In …
be effectively modeled by the sequential design of interventions in causal bandits (CBs). In …
Improved Bound for Robust Causal Bandits with Linear Models
This paper investigates the robustness of causal bandits (CBs) in the face of temporal model
fluctuations. This setting deviates from the existing literature's widely-adopted assumption of …
fluctuations. This setting deviates from the existing literature's widely-adopted assumption of …
Asymmetric Graph Error Control with Low Complexity in Causal Bandits
In this paper, the causal bandit problem is investigated, in which the objective is to select an
optimal sequence of interventions on nodes in a causal graph. It is assumed that the graph …
optimal sequence of interventions on nodes in a causal graph. It is assumed that the graph …