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A dynamic treatment regime consists of decision rules that recommend how to individualize treatment to patients based on available treatment and covariate history.In many scientific domains,these decision rules are shared across stages of intervention.Estimating these shared decision rules often amounts to estimating parameters indexing the decision rules that are shared across stages.