We asked robotics experts from academia and industry across the world for their top five robot learning papers. We asked for influential and impactful papers that they have not authored themselves. We received over 200 papers of interest, and are excited to share the resulting list that is diverse in terms of approaches, publication year, institution and authors as well as applications. Sorted in a variety of ways, we've made it easy for professors and students alike to learn more about this exciting field, with recommendations from the experts.