Muhammad Waleed Khalid

High-performance, differentiable light diffraction for optimization and ML-driven optical systems

Accurate free-space diffraction modeling is essential for modern microscopy, lithography, and holography. However, as optical systems grow in complexity, a gap remains between traditional simulation tools and modern machine learning pipelines requiring millions of differentiable forward propagations. We introduce a uni...