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Digital Electronics and Analog Photonics for Convolutional Neural
  Networks (DEAP-CNNs)

Digital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs)

23 April 2019
Viraj Bangari
Bicky A. Marquez
Heidi B. Miller
A. Tait
M. Nahmias
T. F. D. Lima
Hsuan-Tung Peng
Paul R. Prucnal
B. Shastri
ArXivPDFHTML

Papers citing "Digital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs)"

14 / 14 papers shown
Title
High-Speed and Energy-Efficient Non-Binary Computing with Polymorphic
  Electro-Optic Circuits and Architectures
High-Speed and Energy-Efficient Non-Binary Computing with Polymorphic Electro-Optic Circuits and Architectures
Ishan G. Thakkar
Sairam Sri Vatsavai
Venkata Sai Praneeth Karempudi
41
1
0
15 Apr 2023
Cross-Layer Design for AI Acceleration with Non-Coherent Optical
  Computing
Cross-Layer Design for AI Acceleration with Non-Coherent Optical Computing
Febin P. Sunny
Mahdi Nikdast
S. Pasricha
37
5
0
22 Mar 2023
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast,
  Energy-Efficient Inference of Integer-Quantized CNNs
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast, Energy-Efficient Inference of Integer-Quantized CNNs
Sairam Sri Vatsavai
Venkata Sai Praneeth Karempudi
Ishan G. Thakkar
S. A. Salehi
J. Hastings
28
9
0
14 Feb 2023
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of
  Binary Neural Networks
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of Binary Neural Networks
Sairam Sri Vatsavai
Venkata Sai Praneeth Karempudi
Ishan G. Thakkar
MQ
35
4
0
03 Feb 2023
Machine Learning Accelerators in 2.5D Chiplet Platforms with Silicon
  Photonics
Machine Learning Accelerators in 2.5D Chiplet Platforms with Silicon Photonics
Febin P. Sunny
Ebadollah Taheri
Mahdi Nikdast
S. Pasricha
35
10
0
28 Jan 2023
PhotoFourier: A Photonic Joint Transform Correlator-Based Neural Network
  Accelerator
PhotoFourier: A Photonic Joint Transform Correlator-Based Neural Network Accelerator
Shurui Li
Hangbo Yang
C. Wong
V. Sorger
Puneet Gupta
25
12
0
10 Nov 2022
Misaligned orientations of 4f optical neural network for image
  classification accuracy on various datasets
Misaligned orientations of 4f optical neural network for image classification accuracy on various datasets
Yanbing Liu
Wei Li
Kun Cheng
Xun Liu
Wei Yang
24
0
0
05 Oct 2022
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs
  with Mixed-Sized Tensors
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors
Sairam Sri Vatsavai
Ishan G. Thakkar
36
9
0
12 Jul 2022
RF-Photonic Deep Learning Processor with Shannon-Limited Data Movement
RF-Photonic Deep Learning Processor with Shannon-Limited Data Movement
R. Davis
Zaijun Chen
R. Hamerly
Dirk Englund
MQ
40
5
0
08 Jul 2022
Silicon Photonic Architecture for Training Deep Neural Networks with
  Direct Feedback Alignment
Silicon Photonic Architecture for Training Deep Neural Networks with Direct Feedback Alignment
M. Filipovich
Zhimu Guo
M. Al-Qadasi
Bicky A. Marquez
Hugh Morison
V. Sorger
Paul R. Prucnal
S. Shekhar
B. Shastri
33
52
0
12 Nov 2021
ROBIN: A Robust Optical Binary Neural Network Accelerator
ROBIN: A Robust Optical Binary Neural Network Accelerator
Febin P. Sunny
Asif Mirza
Mahdi Nikdast
S. Pasricha
MQ
33
35
0
12 Jul 2021
CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network
  Accelerator
CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network Accelerator
Febin P. Sunny
Asif Mirza
Mahdi Nikdast
S. Pasricha
13
70
0
13 Feb 2021
Dynamic Precision Analog Computing for Neural Networks
Dynamic Precision Analog Computing for Neural Networks
Sahaj Garg
Joe Lou
Anirudh Jain
Mitchell Nahmias
45
33
0
12 Feb 2021
Misalignment Resilient Diffractive Optical Networks
Misalignment Resilient Diffractive Optical Networks
Deniz Mengu
Yifan Zhao
N. Yardimci
Y. Rivenson
Mona Jarrahi
Aydogan Ozcan
23
99
0
23 May 2020
1