In this workshop, we aim to bring together researchers from the field of robot learning, symbolic AI (planning), and human-robot interaction to discuss emerging trends and define common challenges and new opportunities for cross-fertilization in these fields. The workshop schedule includes invited talks, spotlight presentations, and interdisciplinary panel discussions.