“…Our approach is highly generalizable as our model can be retrained with other types of NCs using other application-relevant outcomes, such as luminescence lifetime, PLQY droop, colloidal stability, and spectral shifts over time . Thus, our HT-AL workflow can benefit a wide range of NCs, particularly semiconductor QDs, , lanthanide-doped upconverting nanoparticles, ,− plasmonic metal nanoparticles, and many other materials with optical properties known to be sensitive to surface ligands. These workflows will enable further insight into the optical stability of NCs, providing a path toward mapping the complex ligand space across a wide range of nanoparticles.…”