ERBB3 and neoplasm: Herein, we use a novel combined artificial intelligence/physics-based computational framework and phage display approach to obtain ubiquitin based Affilin® proteins targeting the human epidermal growth factor receptor 3 (HER3) extracellular domain, a relevant tumor target.