This paper introduces the first workshop on “Empowering Interactive Robots by Learning Through Multimodal Feedback Channel” organized at the 23rd ACM International Conference on Multimodal Interaction in Montreal, Canada. This workshop aims to bring together researcher from different disciplines to stimulate a discussion on how multimodality can become key to the emerging field of interactive machine learning.