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Active learning for efficient nanophotonics inverse design in large and diverse design spaces

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The diverse range of shapes enabled by modern nanofabrication techniques makes it challenging to identify the most optimal design for a desired optical response. While deep learning-based approaches are being increasingly explored for inverse design (especiall... ...