In the past decade, machine learning has received tremendous attention with the success of deep neural networks (or more generally deep learning) in practically relevant tasks such as natural language ...

Inverse design enables automating the discovery and optimization of devices achieving performance significantly exceeding that of traditional human-engineered designs. However, existing methodologies ...