Winning the 9ADD DYRK1B Virtual Screening Challenge

Our team at Deep MedChem won the DYRK1B challenge at 9ADD 2026 with a CHEESE ShapeSim + LightGBM workflow. This short note explains what mattered and includes the final presentation.