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Institute of Experimental Physics, Faculty of Physics, University of Warsaw, ul. Pasteura 5, Warsaw PL-02-093, Poland
Krzysztof Tyszka (ktyszka@fuw.edu.pl)
Online First:03 January 2026,
Published:28 February 2026
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Tyszka K. Demonstrating completeness in optical neural computing. Light: Science & Applications, 15, 360-362 (2026).
Tyszka K. Demonstrating completeness in optical neural computing. Light: Science & Applications, 15, 360-362 (2026). DOI: 10.1038/s41377-025-02123-2.
A silicon photonic deep optical neural network integrating convolutional and fully connected layers with on-chip optoelectronic nonlinear activations operates with partially coherent light to achieve high-speed
energy-efficient
end-to-end inference. This demonstration establishes a functional and scalable platform for evaluating complete optical neural processing
representing another step toward specialised
ultrafast photonic architectures beyond electronics.
McCulloch, W. S. & Pitts, W. A logical calculus of the ideas immanent in nervous activity. Bull. Math. Biophys. 5 , 115–133 (1943)..
Rumelhart, D. E., Hinton, G. E. & Williams, R. J. Learning representations by back-propagating errors. Nature 323 , 533–536 (1986)..
Indiveri, G. Introducing 'neuromorphic computing and engineering'. Neuromorp. Comput. Eng. 1 , 010401 (2021)..
Stroev, N. & Berloff, N. G. Analog photonics computing for information processing, inference, and optimization. Adv. Quantum Technol. 6 , 2300055 (2023)..
Rizzo, A. Photonic chips provide a processing boost for AI. Nature 640 , 323–325 (2025)..
Hua, S. Y. et al. An integrated large-scale photonic accelerator with ultralow latenc y. Nature 640 , 361–367 (2025)..
Ahmed, S. R. et al. Universal photonic artificial intelligence acceleration. Nature 640 , 368–374 (2025)..
Fu, T. Z. et al. Optical neural networks: progress and challenges. Light Sci. Appl. 13 , 263 (2024)..
Miller, D. A. B. Why optics needs thickness. Science 379 , 41–45 (2023)..
Miller, D. A. B. Are optical transistors the logical next step? Nat. Photonics 4 , 3–5 (2010)..
Wetzstein, G. et al. Inference in artificial intelligence with deep optics and photonics. Nature 588 , 39–47 (2020)..
Feldmann, J. et al. Parallel convolutional processing using an integrated photonic tensor core. Nature 589 , 52–58 (2021)..
Wang, J. et al. Terabit free-space data transmission employing orbital angular momentum multiplexing. Nat. Photonics 6 , 488–496 (2012)..
Matuszewski, M., Prystupiuk, A. & Opala, A. Role of all-optical neural networks. Phys. Rev. Appl. 21 , 014028 (2024)..
Bernstein, L. et al. Single-shot optical neural network. Sci. Adv. 9 , eadg7904 (2023)..
Tyszka, K., Opala, A. & Piętka, B. Advancing optical spiking neural networks with exciton-polaritons. J. Phys. : Photonics 7 , 041002 (2025)..
Xu, Z. F. et al. Reconfigurable nonlinear photonic activation function for photonic neural network based on non-volatile opto-resistive RAM switch. Light Sci. Appl. 11 , 288 (2022)..
Zhou, H. L. et al. Photonic matrix multiplication lights up photonic accelerator and beyond. Light Sci. Appl. 11 , 30 (2022)..
Ashtiani, F., Geers, A. J. & Aflatouni, F. An on-chip photonic deep neural network for image classification. Nature 606 , 501–506 (2022)..
Bandyopadhyay, S. et al. Single-chip photonic deep neural network with forward-only training. Nat. Photonics 18 , 1335–1343 (2024)..
Skalli, A. et al. Photonic neuromorphic computing using vertical cavity semiconductor lasers. Opt. Mater. Express 12 , 2395–2414 (2022)..
Chen, Z. J. et al. Deep learning with coherent VCSEL neural networks. Nat. Photonics 17 , 723–730 (2023)..
Zuo, Y. et al. All-optical neural network with nonlinear activation functions. Optica 6 , 1132–1137 (2019)..
Wu, B. et al. Scaling up for end-to-end on-chip photonic neural network inference. Light Sci. Appl. 14 , 328 (2025)..
Huang, C. R. et al. A silicon photonic–electronic neural network for fibre nonlinearity compensation. Nat. Electron. 4 , 837–844 (2021)..
Zhang, W. P. et al. A system-on-chip microwave photonic processor solves dynamic RF interference in real time with picosecond latency. Light Sci. Appl. 13 , 14 (2024)..
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