Dexterous manipulation tasks usually have multiple objectives. The priorities of these objectives may vary at different phases a task. Current methods do not consider the objective priority and its change during task, making robot hard time or even fail to learn good policy. In this work, we develop novel Adaptive Hierarchical Curriculum guide with prioritized Our method determines learning pro...