Abstract: Highlights•Introducing ASQ-IT: an interactive system for generating explanations-through-demonstration of reinforcement learning agents.•ASQ-IT enables users to pose behavioral queries for agents and obtain videos of the agent interaction as output.•User studies show both usability for laypeople and benefits in a debugginglike task for users with basic AI knowledge.
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