Abstract Nanophotonics inverse design is a rapidly expanding research field whose goal to focus users on defining complex, high-level optical functionalities while leveraging machines search for the required material and geometry configurations in sub-wavelength structures. The journey of begins with traditional optimization tools such as topology heuristics methods, including simulated anneali...