Model-Free Multiplexed Gradient Descent: Neuromorphic Learning in Recurrent Networks.

Bakhrom G. Oripov Ryan O'Loughlin Nick Skuda Bakhrom G. Oripov Bradley Hayes Adam N. McCaughan Sonia M. Buckley Model-Free Multiplexed Gradient Descent: Neuromorphic Learning in Recurrent Networks. 104-111 2025 ICONS https://doi.org/10.1109/ICONS69015.2025.00025 conf/icons2/2025 db/conf/icons2/icons2025.html#OLoughlinSOHMB25

Daniel Brunner Bhavin J. Shastri Mohammed Al-Qadasi Hitesh Ballani Sylvain Barbay Stefano Biasi Peter Bienstman Simon Bilodeau Wim Bogaerts Fabian Böhm Grace Brennan Sonia M. Buckley Xinlun Cai Marcello Calvanese Strinati Burcu Canakci Benoît Charbonnier Mario Chemnitz Yitong Chen Stanley Cheung Jeff Chiles Suyeon Choi Demetrios N. Christodoulides Lukas Chrostowski Jiaqi Chu James H. Clegg Daniel Cletheroe Claudio Conti Qionghai Dai Luigi Di Lauro Nikolaos-Panteleimon Diamantopoulos Niyazi Ulas Dinç Jacob Ewaniuk Shanhui Fan Lu Fang Riccardo Franchi Pedro J. Freire Silvia Gentilini Sylvain Gigan Gian Luca Giorgi Christos Gkantsidis Jannes Gladrow Elena Goi M. Goldmann A. Grabulosa Min Gu Xianxin Guo Matej Hejda Folkert Horst Jih-Liang Hsieh Jianqi Hu Juejun Hu Chaoran Huang 0002 Antonio Hurtado Lina Jaurigue Kirill P. Kalinin Morteza Kamalian-Kopae Douglas J. Kelly Mercedeh Khajavikhan Heiner Kremer Jérémie Laydevant Joshua Lederman Jongheon Lee Daan Lenstra Gordon H. Y. Li Mo Li Yuhang Li 0003 Xing Lin Zhongjin Lin Mieszko Lis Kathy Lüdge Alessio Lugnan Alessandro Lupo A. I. Lvovsky 0001 Egor Manuylovich Alireza Marandi Federico Marchesin Serge Massar Adam N. McCaughan Peter L. McMahon Miltiadis Moralis-Pegios Roberto Morandotti Christophe Moser David J. Moss Avilash Mukherjee Mahdi Nikdast Bert J. Offrein Ilker Oguz Bakhrom G. Oripov Greg O'Shea Aydogan Ozcan Francesca Parmigiani Sudeep Pasricha Fabio Pavanello Lorenzo Pavesi Nicola Peserico Lucinda Pickup Davide Pierangeli Nikos Pleros Xavier Porte Bryce A. Primavera Roadmap on Neuromorphic Photonics. 2025 January abs/2501.07917 CoRR https://doi.org/10.48550/arXiv.2501.07917 db/journals/corr/corr2501.html#abs-2501-07917 streams/journals/corr

Bakhrom G. Oripov Andrew M. Dienstfrey Adam N. McCaughan Sonia M. Buckley Scaling of hardware-compatible perturbative training algorithms. 2025 January abs/2501.15403 CoRR https://doi.org/10.48550/arXiv.2501.15403 db/journals/corr/corr2501.html#abs-2501-15403 streams/journals/corr

Adam N. McCaughan Bakhrom G. Oripov Natesh Ganesh Sae Woo Nam Andrew M. Dienstfrey Sonia M. Buckley Multiplexed gradient descent: Fast online training of modern datasets on hardware neural networks without backpropagation. 2023 abs/2303.03986 CoRR https://doi.org/10.48550/arXiv.2303.03986 db/journals/corr/corr2303.html#abs-2303-03986

Shamiul Alam Dana S. Rampini Bakhrom G. Oripov Adam N. McCaughan Ahmedullah Aziz Superconducting Heater Cryotron-Based Reconfigurable Logic Towards Cryogenic IC Camouflaging. 2023 abs/2306.10244 CoRR https://doi.org/10.48550/arXiv.2306.10244 db/journals/corr/corr2306.html#abs-2306-10244

Jack Hutchins Shamiul Alam Dana S. Rampini Bakhrom G. Oripov Adam N. McCaughan Ahmedullah Aziz Machine Learning-powered Compact Modeling of Stochastic Electronic Devices using Mixture Density Networks. 2023 abs/2311.05820 CoRR https://doi.org/10.48550/arXiv.2311.05820 db/journals/corr/corr2311.html#abs-2311-05820

Mohammed Al-Qadasi Shamiul Alam Ahmedullah Aziz Hitesh Ballani Sylvain Barbay Stefano Biasi Peter Bienstman Simon Bilodeau Wim Bogaerts Fabian Böhm Grace Brennan Daniel Brunner Sonia M. Buckley Xinlun Cai Burcu Canakci Benoît Charbonnier Mario Chemnitz Yitong Chen Stanley Cheung Jeff Chiles Suyeon Choi Demetrios N. Christodoulides Lukas Chrostowski Jiaqi Chu James CleggJames H. Clegg Daniel Cletheroe Claudio Conti Qionghai Dai Nikolaos-Panteleimon Diamantopoulos Andrew M. Dienstfrey Niyazi Ulas Dinç Jacob Ewaniuk Shanhui Fan Lu Fang Riccardo Franchi Pedro J. Freire Natesh Ganesh Silvia Gentilini Sylvain Gigan Gian Luca Giorgi Christos Gkantsidis Jannes Gladrow Elena Goi M. Goldmann A. Grabulosa Min Gu Xianxin Guo Bradley Hayes Matej Hejda Folkert Horst Jih-Liang Hsieh Jianqi Hu Juejun Hu Chaoran Huang 0002 Antonio Hurtado Jack Hutchins Lina Jaurigue Kirill P. Kalinin Morteza Kamalian-Kopae Douglas J. Kelly Mercedeh Khajavikhan Heiner Kremer Luigi Di Lauro Jérémie Laydevant Joshua Lederman Jongheon Lee Daan Lenstra Gordon H. Y. Li Mo Li Yuhang Li 0003 Xing Lin Zhongjin Lin Mieszko Lis Kathy Lüdge Alessio Lugnan Alessandro Lupo A. I. Lvovsky 0001 Egor Manuylovich Alireza Marandi Federico Marchesin Serge Massar Adam Nykoruk McCaughanAdam N. McCaughan Peter L. McMahon Miltiadis Moralis-Pegios Roberto Morandotti Christophe Moser David J. Moss Avilash Mukherjee Sae Woo Nam Mahdi Nikdast Bert J. Offrein Ilker Oguz Ryan O'Loughlin Greg O'Shea Aydogan Ozcan Francesca Parmigiani Sudeep Pasricha Fabio Pavanello Lorenzo Pavesi Nicola Peserico Lucinda Pickup Davide Pierangeli Nikos Pleros Xavier Porte Bryce A. Primavera Dana S. Rampini Bhavin J. Shastri Nick Skuda Marcello Calvanese Strinati