  Experiential AI is presented as a research agenda in which scientists and
artists come together to investigate the entanglements between humans and
machines, and an approach to human-machine learning and development where
knowledge is created through the transformation of experience. The paper
discusses advances and limitations in the field of explainable AI; the
contribution the arts can offer to address those limitations; and methods to
bring creative practice together with emerging technology to create rich
experiences that shed light on novel socio-technical systems, changing the way
that publics, scientists and practitioners think about AI.
