Graying the black box: Understanding DQNs
Zahavy, Tom, Nir Ben-Zrihem, and Shie Mannor. "Graying the black box: Understanding DQNs." International Conference on Machine Learning. 2016.
這篇論文想要做QDN的可解釋性。主要是用了t-SNE的可視化和Saliency maps。
然後他們提出了SAMDP（Semi Aggregated Markov Decision Process）模型。就是說類似的state的作為一個集合，有關的action組成一個skill。
他們希望在未來的工作中，能用他們的模型找出sub-goal。
Graying the black box: Understanding DQNs
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Graying the black box: Understanding DQNs
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