Gradient-based inverse design of nanophotonic devices with differentiable electromagnetic solvers built in PyTorch. Note: DiffNano is an early-stage personal research project. It is not ...

PyTorch 1.10 is production ready, with a rich ecosystem of tools and libraries for deep learning, computer vision, natural language processing, and more. Here's how to get started with PyTorch.

Official PyTorch implementation of OVLR — a gradient estimation framework for optimizing gradient-agnostic loss functions via output-level perturbation and likelihood ratio estimation. Paper: OVLR: ...