Reliable, efficient, and scalable photonic inverse design empowered by physics-inspired deep learning by Shao Guocheng, Zhou Tiankuang, Yan Tao, Guo Yanchen, Zhao Yun, Huang Ruqi, Fang Lu

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All-optical combinational logical units featuring fifth-order cascade by Haiqi Gao, Yu Shao, Yipeng Chen, Junren Wen, Yuchuan Shao, Yueguang Zhang, Weidong Shen, Chenying Yang

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Training hybrid neural networks with multimode optical nonlinearities using digital twins by Oguz Ilker, Suter Louis J.E., Hsieh Jih-Liang, Yildirim Mustafa, Dinc Niyazi Ulas, Moser Christophe, Psaltis Demetri

Subjects: “…optical computing…”
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Design of an all-optical quaternary encoder to code decimal numbers by utilizing optical Kerr nonlinear material by Apurba Guchhait, Nirmalya Pahari, Nabin Baran Manik

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Sequential Logic and Pipelining in Chip-Based Electronic-Photonic Digital Computing by Zhoufeng Ying, Chenghao Feng, Zheng Zhao, Jiaqi Gu, Richard Soref, David Z. Pan, Ray T. Chen

Subjects: “…Optical computing…”
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Optical neuromorphic computing via temporal up-sampling and trainable encoding on a telecom device platform by Manuylovich Egor, Stoliarov Dmitrii, Saad David, Turitsyn Sergei K.

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A Physics‐Informed Neural Network as a Digital Twin of Optically Turbid Media by Mohammadrahim Kazemzadeh, Liam Collard, Linda Piscopo, Massimo De Vittorio, Ferruccio Pisanello

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Realization of Arithmetic Logic Units Using Electro-Optic Microring Resonators in Photonic Circuits by Assylkhan Nurgali, Bikash Nakarmi, Carlo Molardi, Ikechi Augustine Ukaegbu

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Index-Matching Two-Photon Polymerization for Enhancing Machining Accuracy of Diffractive Neural Networks by Mabiao Fu, Xiaoguang Ma, Weihong Shen, Ruojing Ren, Qiming Zhang

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Role of Microperimetry in Observation and Treatment in Patients with Macular Holes by A. S. Zotov, A. S. Balalin, S. V. Balalin, A. M. Marukhnenko, T. G. Efremova

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Evaluation of a Plasmon-Based Optical Integrated Circuit for Error-Tolerant Streaming Applications by Samantha Lubaba Noor, Xuan Wu, Dennis Lin, Pol van Dorpe, Francky Catthoor, Patrick Reynaert, Azad Naeemi

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Self-checking principle and design of ternary Berger code by Zhang Sulan, Shen Yunfu

Subjects: “…Ternary optical computer (TOC)…”
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Optimising complexity and learning for photonic reservoir computing with gain-controlled multimode fibres by Giulia Marcucci, Luana Olivieri, Juan Sebastian Totero Gongora

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Dual-Band High-Throughput and High-Contrast All-Optical Topology Logic Gates by Jinying Zhang, Yulin Si, Yexiaotong Zhang, Bingnan Wang, Xinye Wang

“…Optical computing offers advantages such as high bandwidth and low loss, playing a crucial role in signal processing, communication, and sensing applications. …”
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Optical XOR logic gate design in two dimensional photonic crystal using ANN and PSO by Farsad Heidari, Delir Pashabadi, Mohammad Fathi, Mohammad Razaghi

“…The proposed gate is designed to be used in optical computing and all-optical logic applications, offering advantages such as fast computation and parallel processing. …”
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Digital-analog hybrid matrix multiplication processor for optical neural networks by Xiansong Meng, Deming Kong, Kwangwoong Kim, Qiuchi Li, Po Dong, Ingemar J. Cox, Christina Lioma, Hao Hu

“…We further explore applying the HOP processor in You Look Only Once (YOLO) object detection and demonstrate sufficient numerical precision is crucial for high confidence detection in real-world neural networks. The hybrid optical computing concept may be applied to various photonic MVM implementations to enable accurate optical computing architectures.…”
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Incoherent Optical Neural Networks for Passive and Delay-Free Inference in Natural Light by Rui Chen, Yijun Ma, Zhong Wang, Shengli Sun

“…However, most previous optical neural networks were designed for coherent light inputs, which required the introduction of an electro-optical conversion module before the optical computing device. This significantly hindered the inherent speed and energy efficiency advantages of optical computing. …”
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Reconfigurable optical synaptic weighting engine using a liquid crystal-based multimode interference coupler by Rajib Ratan Ghosh, Danqing Liu, Sander Reniers, Yuqing Jiao, Weiming Yao

“…Despite these efforts, most existing optical computing schemes encounter scalability challenges, given that the number of optical elements typically grows quadratically with the computational matrix size. …”
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Monolithically integrated asynchronous optical recurrent accelerator by Bo Wu, Haojun Zhou, Junwei Cheng, Wenkai Zhang, Shiji Zhang, Chaoran Huang, Dongmei Huang, Hailong Zhou, Jianji Dong, Xinliang Zhang

“…Furthermore, as the operating frequency of optical computing surpasses the GHz range, the synchronization of parallel electrical signals and the management of optical delays become increasingly critical. …”
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High-Speed All-Optical Encoder and Comparator at 120 Gb/s Using a Carrier Reservoir Semiconductor Optical Amplifier by Amer Kotb, Kyriakos E. Zoiros

“…All-optical encoders and comparators are essential components for high-speed optical computing, enabling ultra-fast data processing with minimal latency and low power consumption. …”
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