1821 2020 eng conferenceobject 0 -- 2021-12-07 -- In this position paper, we lay out an approach to use participatory and co-design methodology to explore how users perceive and interact with explanations of artificially intelligent decision support systems. We describe how we intend to construct bottom-up participatory design spaces to systematically inform the design of interactive explanations in Human-AI interaction. CEUR Workshop Proceedings XI-ML 2020 publish false true 2 Henrik Mucha Sebastian Robert Rüdiger Breitschwerdt Michael Fellmann eng uncontrolled Explainable AI (XAI) eng uncontrolled Participatory Design eng uncontrolled Design Spaces Technische Hochschule Rosenheim