BONNI: Gradient-Informed Bayesian and Interior Point Optimization for Efficient Inverse Design in Nanophotonics.

Tyler W. Hughes

Yannik Mahlau Yannick Augenstein Tyler W. Hughes Marius Lindauer Bodo Rosenhahn BONNI: Gradient-Informed Bayesian and Interior Point Optimization for Efficient Inverse Design in Nanophotonics. 2026 February abs/2602.18148 CoRR https://doi.org/10.48550/arXiv.2602.18148 db/journals/corr/corr2602.html#abs-2602-18148 streams/journals/corr

Sunil Pai Zhanghao Sun Tyler W. Hughes Taewon Park Ben Bartlett Ian A. D. Williamson Momchil Minkov Maziyar Milanizadeh Nathnael Abebe Francesco Morichetti Andrea Melloni Shanhui Fan Olav Solgaard David A. B. Miller Experimentally realized in situ backpropagation for deep learning in nanophotonic neural networks. 2022 abs/2205.08501 CoRR https://doi.org/10.48550/arXiv.2205.08501 db/journals/corr/corr2205.html#abs-2205-08501

Momchil Minkov Ian A. D. Williamson Lucio C. Andreani Dario Gerace Beicheng Lou Alex Y. Song Tyler W. Hughes Shanhui Fan Inverse design of photonic crystals through automatic differentiation. 2020 abs/2003.00379 CoRR https://arxiv.org/abs/2003.00379 db/journals/corr/corr2003.html#abs-2003-00379

Ian A. D. Williamson Tyler W. Hughes Momchil Minkov Ben Bartlett Sunil Pai Shanhui Fan Reprogrammable Electro-Optic Nonlinear Activation Functions for Optical Neural Networks. 2019 abs/1903.04579 CoRR http://arxiv.org/abs/1903.04579 db/journals/corr/corr1903.html#abs-1903-04579

Tyler W. Hughes Ian A. D. Williamson Momchil Minkov Shanhui Fan Wave Physics as an Analog Recurrent Neural Network. 2019 abs/1904.12831 CoRR http://arxiv.org/abs/1904.12831 db/journals/corr/corr1904.html#abs-1904-12831

Tyler W. Hughes Ian A. D. Williamson Momchil Minkov Shanhui Fan Forward-Mode Differentiation of Maxwell's Equations. 2019 abs/1908.10507 CoRR http://arxiv.org/abs/1908.10507 db/journals/corr/corr1908.html#abs-1908-10507

Sunil Pai Ian A. D. Williamson Tyler W. Hughes Momchil Minkov Olav Solgaard Shanhui Fan David A. B. Miller Parallel fault-tolerant programming of an arbitrary feedforward photonic network. 2019 abs/1909.06179 CoRR http://arxiv.org/abs/1909.06179 db/journals/corr/corr1909.html#abs-1909-06179

Tyler W. Hughes Momchil Minkov Yu Shi Shanhui Fan Training of photonic neural networks through in situ backpropagation. 2018 abs/1805.09943 CoRR http://arxiv.org/abs/1805.09943 db/journals/corr/corr1805.html#abs-1805-09943

Nathnael Abebe Lucio C. Andreani Yannick Augenstein Ben Bartlett Shanhui Fan Dario Gerace Marius Lindauer Beicheng Lou Yannik Mahlau Andrea Melloni Maziyar Milanizadeh David A. B. Miller Momchil Minkov Francesco Morichetti Sunil Pai Taewon Park Bodo Rosenhahn Yu Shi Olav Solgaard Alex Y. Song Zhanghao Sun Ian A. D. Williamson