We view the basic science and engineering of reversible computers as being currently an extremely ripe area of focus for future large-scale federal research initiatives. The purpose of this workshop was to gather the research community in this field, lay a common foundation of existing state-of-the-art knowledge, and work together to prepare a comprehensive workshop report that can make the case for a major new initiative effectively to Federal level decision-makers.