This article discusses the challenges and importance of detecting and explaining anomalies and novelties in various domains, such as machine learning, computer vision, and medicine. It also highlights the need for artificial intelligence systems that can accurately detect and explain these rare observations without prior training. The article calls for submissions on this topic for a special issue.
