This book constitutes the refereed proceedings of the 44<sup>th</sup> German Conference on Artificial Intelligence KI 2021 held in September/October 2021. Due to COVID-19 pandemic the conference was held virtually.<p> The 16 full and 4 short papers with one extended abstract were carefully reviewed and selected from 59 submissions. As well-established annual conference series KI is dedicated to research on theory and applications across all methods and topic areas of AI research.</p>
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