Training Hybrid Neural Networks with Multimode Optical Nonlinearities Using Digital Twins

Authors: Oguz, Ilker, Suter, Louis J. E., Hsieh, Jih-Liang, Yildirim, Mustafa, Dinc, Niyazi Ulas, Moser, Christophe, Psaltis, Demetri

Subject Terms: Physics - Optics, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2501.07991

Roadmap on Neuromorphic Photonics

Authors: Brunner, Daniel, Shastri, Bhavin J., Qadasi, Mohammed A. Al, Ballani, H., Barbay, Sylvain, Biasi, Stefano, Bienstman, Peter, Bilodeau, Simon, Bogaerts, Wim, Böhm, Fabian, Brennan, G., Buckley, Sonia, Cai, Xinlun, Strinati, Marcello Calvanese, Canakci, B., Charbonnier, Benoit, Chemnitz, Mario, Chen, Yitong, Cheung, Stanley, Chiles, Jeff, Choi, Suyeon, Christodoulides, Demetrios N., Chrostowski, Lukas, Chu, J., Clegg, J. H., Cletheroe, D., Conti, Claudio, Dai, Qionghai, Di Lauro, Luigi, Diamantopoulos, Nikolaos Panteleimon, Dinc, Niyazi Ulas, Ewaniuk, Jacob, Fan, Shanhui, Fang, Lu, Franchi, Riccardo, Freire, Pedro, Gentilini, Silvia, Gigan, Sylvain, Giorgi, Gian Luca, Gkantsidis, C., Gladrow, J., Goi, Elena, Goldmann, M., Grabulosa, A., Gu, Min, Guo, Xianxin, Hejda, Matěj, Horst, F., Hsieh, Jih Liang, Hu, Jianqi, Hu, Juejun, Huang, Chaoran, Hurtado, Antonio, Jaurigue, Lina, Kalinin, K. P., Kopae, Morteza Kamalian, Kelly, D. J., Khajavikhan, Mercedeh, Kremer, H., Laydevant, Jeremie, Lederman, Joshua C., Lee, Jongheon, Lenstra, Daan, Li, Gordon H. Y., Li, Mo, Li, Yuhang, Lin, Xing, Lin, Zhongjin, Lis, Mieszko, Lüdge, Kathy, Lugnan, Alessio, Lupo, Alessandro, Lvovsky, A. I., Manuylovich, Egor, Marandi, Alireza, Marchesin, Federico, Massar, Serge, McCaughan, Adam N., McMahon, Peter L., Pegios, Miltiadis Moralis, Morandotti, Roberto, Moser, Christophe, Moss, David J., Mukherjee, Avilash, Nikdast, Mahdi, Offrein, B. J., Oguz, Ilker, Oripov, Bakhrom, O'Shea, G., Ozcan, Aydogan, Parmigiani, F., Pasricha, Sudeep, Pavanello, Fabio, Pavesi, Lorenzo, Peserico, Nicola, Pickup, L., Pierangeli, Davide, Pleros, Nikos, Porte, Xavier, Primavera, Bryce A., Prucnal, Paul, Psaltis, Demetri, Puts, Lukas, Qiao, Fei, Rahmani, B., Raineri, Fabrice, Ocampo, Carlos A. Ríos, Robertson, Joshua, Romeira, Bruno, Carmes, Charles Roques, Rotenberg, Nir, Rowstron, A., Schoenhardt, Steffen, Schwartz, Russell L . T., Shainline, Jeffrey M., Shekhar, Sudip, Skalli, Anas, Sohoni, Mandar M., Sorger, Volker J., Soriano, Miguel C., Spall, James, Stabile, Ripalta, Stiller, Birgit, Sunada, Satoshi, Tefas, Anastasios, Tossoun, Bassem, Tsakyridis, Apostolos, Turitsyn, Sergei K., Van der Sande, Guy, Van Vaerenbergh, Thomas, Veraldi, Daniele, Verschaffelt, Guy, Vlieg, E. A., Wang, Hao, Wang, Tianyu, Wetzstein, Gordon, Wright, Logan G., Wu, Changming, Wu, Chu, Wu, Jiamin, Xia, Fei, Xu, Xingyuan, Yang, Hangbo, Yao, Weiming, Yildirim, Mustafa, Yoo, S. J. Ben, Youngblood, Nathan, Zambrini, Roberta, Zhang, Haiou, Zhang, Weipeng

Subject Terms: Computer Science - Emerging Technologies, Physics - Applied Physics, Physics - Optics

Access URL: http://arxiv.org/abs/2501.07917

Optical Diffusion Models for Image Generation

Authors: Oguz, Ilker, Dinc, Niyazi Ulas, Yildirim, Mustafa, Ke, Junjie, Yoo, Innfarn, Wang, Qifei, Yang, Feng, Moser, Christophe, Psaltis, Demetri

Subject Terms: Physics - Optics, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2407.10897

Training of Physical Neural Networks

Authors: Momeni, Ali, Rahmani, Babak, Scellier, Benjamin, Wright, Logan G., McMahon, Peter L., Wanjura, Clara C., Li, Yuhang, Skalli, Anas, Berloff, Natalia G., Onodera, Tatsuhiro, Oguz, Ilker, Morichetti, Francesco, del Hougne, Philipp, Gallo, Manuel Le, Sebastian, Abu, Mirhoseini, Azalia, Zhang, Cheng, Marković, Danijela, Brunner, Daniel, Moser, Christophe, Gigan, Sylvain, Marquardt, Florian, Ozcan, Aydogan, Grollier, Julie, Liu, Andrea J., Psaltis, Demetri, Alù, Andrea, Fleury, Romain

Subject Terms: Physics - Applied Physics, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.03372

Programming the scalable optical learning operator with spatial-spectral optimization

Authors: Zhou, Yi, Hsieh, Jih-Liang, Oguz, Ilker, Yildirim, Mustafa, Dinc, Niyazi Ulas, Gigli, Carlo, Wong, Kenneth K. Y., Moser, Christophe, Psaltis, Demetri

Subject Terms: Physics - Optics, Physics - Medical Physics

Access URL: http://arxiv.org/abs/2403.02452

Multicasting Optical Reconfigurable Switch

Authors: Dinc, Niyazi Ulas, Yildirim, Mustafa, Oguz, Ilker, Moser, Christophe, Psaltis, Demetri

Subject Terms: Physics - Optics, Computer Science - Networking and Internet Architecture

Access URL: http://arxiv.org/abs/2401.14173

Nonlinear Processing with Linear Optics

Authors: Yildirim, Mustafa, Dinc, Niyazi Ulas, Oguz, Ilker, Psaltis, Demetri, Moser, Christophe

Subject Terms: Physics - Optics, Computer Science - Artificial Intelligence, Computer Science - Emerging Technologies, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2307.08533

Forward-Forward Training of an Optical Neural Network

Authors: Oguz, Ilker, Ke, Junjie, Wang, Qifei, Yang, Feng, Yildirim, Mustafa, Dinc, Niyazi Ulas, Hsieh, Jih-Liang, Moser, Christophe, Psaltis, Demetri

Subject Terms: Computer Science - Machine Learning, Physics - Optics

Access URL: http://arxiv.org/abs/2305.19170

Optical Computing for Machine Learning with Integrated Waveguides

Authors: Yildirim, Mustafa, Oguz, Ilker, Kaufmann, Fabian, Escale, Marc Reig, Grange, Rachel, Psaltis, Demetri, Moser, Christophe

Source: 2023 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC) Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC), 2023 Conference on. :1-1 Jun, 2023

Relation: 2023 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC)

Nonlinear Optical Data Transformer for Machine Learning

Authors: Yildirim, Mustafa, Oguz, Ilker, Kaufmann, Fabian, Escale, Marc Reig, Grange, Rachel, Psaltis, Demetri, Moser, Christophe

Subject Terms: Physics - Optics, Computer Science - Artificial Intelligence, Computer Science - Emerging Technologies, Computer Science - Machine Learning, Physics - Applied Physics

Access URL: http://arxiv.org/abs/2208.09398

Programming Nonlinear Propagation for Efficient Optical Learning Machines

Authors: Oguz, Ilker, Hsieh, Jih-Liang, Dinc, Niyazi Ulas, Teğin, Uğur, Yildirim, Mustafa, Gigli, Carlo, Moser, Christophe, Psaltis, Demetri

Subject Terms: Computer Science - Emerging Technologies, Physics - Optics

Access URL: http://arxiv.org/abs/2208.04951

Learning to See and Compute through Multimode Fibers

Authors: Rahmani, Babak, Tegin, Ugur, Yildirim, Mustafa, Oguz, Ilker, Loterie, Damien, Kakkava, Eirini, Borhani, Navid, Psaltis, Demetri, Moser, Christophe

Source: 2021 Optical Fiber Communications Conference and Exhibition (OFC) Optical Fiber Communications Conference and Exhibition (OFC), 2021. :1-3 Jun, 2021

Relation: 2021 Optical Fiber Communications Conference and Exhibition (OFC)

Intraday solar irradiance forecasting using public cameras

Authors: Sarkis, Roy ^{a, ⁎}, Oguz, Ilker ^a, Psaltis, Demetri ^a, Paolone, Mario ^a, Moser, Christophe ^a, Lambertini, Luisa ^{a, b}

Source: In Solar Energy June 2024 275

Scalable Optical Learning Operator

Authors: Teğin, Uğur, Yıldırım, Mustafa, Oğuz, İlker, Moser, Christophe, Psaltis, Demetri

Subject Terms: Physics - Optics, Computer Science - Machine Learning, Electrical Engineering and Systems Science - Image and Video Processing

Access URL: http://arxiv.org/abs/2012.12404

Machine learning with multimode fibers

Authors: Tegin, Ugur, Yildirim, Mustafa, Oguz, Ilker, Moser, Christophe, Psaltis, Demetri

Source: 2021 Conference on Lasers and Electro-Optics (CLEO) Lasers and Electro-Optics (CLEO), 2021 Conference on. :1-2 May, 2021

Relation: 2021 Conference on Lasers and Electro-Optics (CLEO)

Optical computing with spatiotemporal fiber nonlinearities

Authors: Tegin, Ugur, Yildirim, Mustafa, Oguz, Ilker, Moser, Christophe, Psaltis, Demetri

Source: 2021 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC) Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC), 2021 Conference on. :1-1 Jun, 2021

Relation: 2021 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC)

High-Throughput and Label-Free Detection of Motile Parasites in Bodily Fluids Using Lensless Time-Resolved Speckle Imaging

Authors: Zhang, Yibo, Koydemir, Hatice Ceylan, Shimogawa, Michelle M., Yalcin, Sener, Guziak, Alexander, Liu, Tairan, Oguz, Ilker, Huang, Yujia, Bai, Bijie, Luo, Yilin, Luo, Yi, Wei, Zhensong, Wang, Hongda, Bianco, Vittorio, Zhang, Bohan, Nadkarni, Rohan, Hill, Kent, Ozcan, Aydogan

Source: 2019 Conference on Lasers and Electro-Optics (CLEO) Lasers and Electro-Optics (CLEO), 2019 Conference on. :1-2 May, 2019

Relation: 2019 Conference on Lasers and Electro-Optics (CLEO)

Resource-efficient photonic networks for next-generation AI computing.

Authors: Oguz, Ilker¹, ilker.oguz@outlook.com, Yildirim, Mustafa¹, Hsieh, Jih-Liang¹, Dinc, Niyazi Ulas¹, Moser, Christophe¹, Psaltis, Demetri¹

Source: Light: Science & Applications; 1/4/2025, Vol. 14 Issue 1, p1-4, 4p

Learning to image and compute with multimode optical fibers

Authors: Rahmani Babak, Oguz Ilker, Tegin Ugur, Hsieh Jih-liang, Psaltis Demetri, Moser Christophe

Source: Nanophotonics, Vol 11, Iss 6, Pp 1071-1082 (2022)

Subject Terms: deep neural network, imaging, multimode fibers, neuromorphic computing, Physics, QC1-999

File Description: electronic resource

Relation: https://doaj.org/toc/2192-8614

Access URL: https://doaj.org/article/86cb04655d6e4ade974c3c41bdde307e

Nonlinear processing with linear optics.

Authors: Yildirim, Mustafa, Dinc, Niyazi Ulas, Oguz, Ilker, Psaltis, Demetri, Moser, Christophe

Source: Nature Photonics; Oct2024, Vol. 18 Issue 10, p1076-1082, 7p