Vizarel：強化学習エージェントの理解を支援する可視化システム
Vizarel: A System to Help Better Understand RL Agents
強化学習エージェントの解釈・内省・直感獲得を目的とした可視化システムのプロトタイプを提案し、必要な機能を特定した研究。
著者: Shuby Deshpande, Jeff Schneider
分類: cs.LG, cs.AI, cs.RO, stat.ML
原文アブストラクト
Visualization tools for supervised learning have allowed users to interpret, introspect, and gain intuition for the successes and failures of their models. While reinforcement learning practitioners ask many of the same questions, existing tools are not applicable to the RL setting. In this work, we describe our initial attempt at constructing a prototype of these ideas, through identifying possible features that such a system should encapsulate. Our design is motivated by envisioning the system to be a platform on which to experiment with interpretable reinforcement learning.
