sentence1: using a dropout q-network , a companion strategy is proposed to control when the student policy directly consults rules and how often the student policy learns from the teacher ¡¯ s experiences .
sentence2: a novel agent-aware dropout deep q-network ( aad-dqn ) is proposed to address the problem of when to consult the teacher and how to learn from the teacher¡¯s experiences .