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Silicon Photonic Architecture for Training Deep Neural Networks with
  Direct Feedback Alignment
v1v2 (latest)

Silicon Photonic Architecture for Training Deep Neural Networks with Direct Feedback Alignment

Optica (Optica), 2021
12 November 2021
M. Filipovich
Zhimu Guo
M. Al-Qadasi
Bicky A. Marquez
Hugh Morison
V. Sorger
Paul R. Prucnal
S. Shekhar
B. Shastri
ArXiv (abs)PDFHTML

Papers citing "Silicon Photonic Architecture for Training Deep Neural Networks with Direct Feedback Alignment"

12 / 12 papers shown
Title
Scalable Back-Propagation-Free Training of Optical Physics-Informed Neural Networks
Scalable Back-Propagation-Free Training of Optical Physics-Informed Neural Networks
Yequan Zhao
Xinling Yu
Xian Xiao
Zhe Chen
Ziyue Liu
G. Kurczveil
R. Beausoleil
Shixuan Liu
Zheng Zhang
218
0
0
17 Feb 2025
Seamless Optical Cloud Computing across Edge-Metro Network for Generative AI
Seamless Optical Cloud Computing across Edge-Metro Network for Generative AINature Communications (Nat. Commun.), 2024
Sizhe Xing
Aolong Sun
Chengxi Wang
Yizhi Wang
Boyu Dong
...
Xi Xiao
R. Penty
Qixiang Cheng
Nan Chi
Junwen Zhang
280
3
0
04 Dec 2024
Self-Contrastive Forward-Forward Algorithm
Self-Contrastive Forward-Forward AlgorithmNature Communications (Nat. Commun.), 2024
Xing Chen
Dongshu Liu
Jérémie Laydevant
Julie Grollier
369
6
0
17 Sep 2024
Thermal Crosstalk Modelling and Compensation Methods for Programmable
  Photonic Integrated Circuits
Thermal Crosstalk Modelling and Compensation Methods for Programmable Photonic Integrated Circuits
Isidora Teofilović
A. Cem
David Sanchez-Jacome
Daniel Pérez-López
Francesco Da Ros
152
4
0
19 Mar 2024
A Review of Neuroscience-Inspired Machine Learning
A Review of Neuroscience-Inspired Machine Learning
Alexander Ororbia
A. Mali
Adam Kohan
Beren Millidge
Tommaso Salvatori
173
14
0
16 Feb 2024
Real-Time FJ/MAC PDE Solvers via Tensorized, Back-Propagation-Free
  Optical PINN Training
Real-Time FJ/MAC PDE Solvers via Tensorized, Back-Propagation-Free Optical PINN Training
Yequan Zhao
Xianwei Xiao
Xinling Yu
Ziyue Liu
Zhixiong Chen
G. Kurczveil
R. Beausoleil
Zheng Zhang
188
7
0
31 Dec 2023
Mirage: An RNS-Based Photonic Accelerator for DNN Training
Mirage: An RNS-Based Photonic Accelerator for DNN TrainingInternational Symposium on Computer Architecture (ISCA), 2023
Cansu Demirkıran
Guowei Yang
D. Bunandar
Ajay Joshi
175
6
0
29 Nov 2023
Training neural networks with end-to-end optical backpropagation
Training neural networks with end-to-end optical backpropagationAdvanced Photonics (AP), 2023
J. Spall
Xianxin Guo
A. Lvovsky
114
18
0
09 Aug 2023
Dual adaptive training of photonic neural networks
Dual adaptive training of photonic neural networksNature Machine Intelligence (Nat. Mach. Intell.), 2022
Ziyang Zheng
Zhengyang Duan
Hang Chen
Rui Yang
Sheng Gao
Haiou Zhang
H. Xiong
Xing Lin
109
49
0
09 Dec 2022
Scaling Laws Beyond Backpropagation
Scaling Laws Beyond Backpropagation
Matthew J. Filipovich
Alessandro Cappelli
Daniel Hesslow
Julien Launay
131
4
0
26 Oct 2022
Experimentally realized in situ backpropagation for deep learning in
  nanophotonic neural networks
Experimentally realized in situ backpropagation for deep learning in nanophotonic neural networksScience (Science), 2022
Sunil Pai
Zhanghao Sun
Tyler W. Hughes
Taewon Park
Ben Bartlett
...
F. Morichetti
A. Melloni
S. Fan
O. Solgaard
David A. B. Miller
160
245
0
17 May 2022
A Survey of Neuromorphic Computing and Neural Networks in Hardware
A Survey of Neuromorphic Computing and Neural Networks in Hardware
Catherine D. Schuman
T. Potok
Robert M. Patton
J. Birdwell
Mark E. Dean
Garrett S. Rose
J. Plank
229
739
0
19 May 2017
1