441 citations · 452 across the 5 of their papers we have counts for
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cs.LG2023
Large-scale global optimization of ultra-high dimensional non-convex landscapes based on generative neural networks
Jiaqi Jiang, Jonathan A. Fan
We present a non-convex optimization algorithm metaheuristic, based on the training of a deep generative network, which enables effective searching within continuous, ultra-high di…
cs.LG2019★ 441 cited
Global optimization of dielectric metasurfaces using a physics-driven neural network
Jiaqi Jiang, Jonathan A. Fan
We present a global optimizer, based on a conditional generative neural network, which can output ensembles of highly efficient topology-optimized metasurfaces operating across a r…