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cs.LG2023
Improving Fabrication Fidelity of Integrated Nanophotonic Devices Using Deep Learning
Dusan Gostimirovic, Yuri Grinberg, Dan-Xia Xu +1
Next-generation integrated nanophotonic device designs leverage advanced optimization techniques such as inverse design and topology optimization which achieve high performance and…
cs.LG2022★ 2 cited
PCA-Boosted Autoencoders for Nonlinear Dimensionality Reduction in Low Data Regimes
Muhammad Al-Digeil, Yuri Grinberg, Daniele Melati3 +5
Autoencoders (AE) provide a useful method for nonlinear dimensionality reduction but are ill-suited for low data regimes. Conversely, Principal Component Analysis (PCA) is data-eff…