【科研基础】references

文章概览

在线训练神经网络

扰动优化（时代的眼泪了）

@article{bueno2018reinforcement,
  title={Reinforcement learning in a large-scale photonic recurrent neural network},
  author={Bueno, Julian and Maktoobi, Sheler and Froehly, Luc and Fischer, Ingo and Jacquot, Maxime and Larger, Laurent and Brunner, Daniel},
  journal={Optica},
  volume={5},
  number={6},
  pages={756--760},
  year={2018},
  publisher={Optica Publishing Group}
}

@article{wu2023lithography,
  title={Lithography-free reconfigurable integrated photonic processor},
  author={Wu, Tianwei and Menarini, Marco and Gao, Zihe and Feng, Liang},
  journal={Nature Photonics},
  volume={17},
  number={8},
  pages={710--716},
  year={2023},
  publisher={Nature Publishing Group UK London}
}

梯度下降

@article{pai2023experimentally,
  title={Experimentally realized in situ backpropagation for deep learning in photonic neural networks},
  author={Pai, Sunil and Sun, Zhanghao and Hughes, Tyler W and Park, Taewon and Bartlett, Ben and Williamson, Ian AD and Minkov, Momchil and Milanizadeh, Maziyar and Abebe, Nathnael and Morichetti, Francesco and others},
  journal={Science},
  volume={380},
  number={6643},
  pages={398--404},
  year={2023},
  publisher={American Association for the Advancement of Science}
}

@article{hermans2015trainable,
  title={Trainable hardware for dynamical computing using error backpropagation through physical media},
  author={Hermans, Michiel and Burm, Micha{\"e}l and Van Vaerenbergh, Thomas and Dambre, Joni and Bienstman, Peter},
  journal={Nature communications},
  volume={6},
  number={1},
  pages={6729},
  year={2015},
  publisher={Nature Publishing Group UK London}
}

@article{psaltis1988adaptive,
  title={Adaptive optical networks using photorefractive crystals},
  author={Psaltis, Demetri and Brady, David and Wagner, Kelvin},
  journal={Applied Optics},
  volume={27},
  number={9},
  pages={1752--1759},
  year={1988},
  publisher={Optica Publishing Group}
}

在线前向传播，离线反向传播

@article{wright2022deep,
  title={Deep physical neural networks trained with backpropagation},
  author={Wright, Logan G and Onodera, Tatsuhiro and Stein, Martin M and Wang, Tianyu and Schachter, Darren T and Hu, Zoey and McMahon, Peter L},
  journal={Nature},
  volume={601},
  number={7894},
  pages={549--555},
  year={2022},
  publisher={Nature Publishing Group UK London}
}

@article{peng2020neural,
  title={Neural holography with camera-in-the-loop training},
  author={Peng, Yifan and Choi, Suyeon and Padmanaban, Nitish and Wetzstein, Gordon},
  journal={ACM Transactions on Graphics (TOG)},
  volume={39},
  number={6},
  pages={1--14},
  year={2020},
  publisher={ACM New York, NY, USA}
}

@article{spall2022hybrid,
  title={Hybrid training of optical neural networks},
  author={Spall, James and Guo, Xianxin and Lvovsky, Alexander I},
  journal={Optica},
  volume={9},
  number={7},
  pages={803--811},
  year={2022},
  publisher={Optica Publishing Group}
}

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