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Bicky Marquez
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Digital electronics and analog photonics for convolutional neural networks (DEAP-CNNs)
V Bangari, BA Marquez, H Miller, AN Tait, MA Nahmias, TF De Lima, ...
IEEE Journal of Selected Topics in Quantum Electronics 26 (1), 1-13, 2019
2002019
Tutorial: Photonic neural networks in delay systems
D Brunner, B Penkovsky, BA Marquez, M Jacquot, I Fischer, L Larger
Journal of Applied Physics 124 (15), 2018
1492018
Prospects and applications of photonic neural networks
C Huang, VJ Sorger, M Miscuglio, M Al-Qadasi, A Mukherjee, L Lampe, ...
Advances in Physics: X 7 (1), 1981155, 2022
1292022
Primer on silicon neuromorphic photonic processors: architecture and compiler
T Ferreira De Lima, AN Tait, A Mehrabian, MA Nahmias, C Huang, ...
Nanophotonics 9 (13), 4055-4073, 2020
542020
Silicon photonic architecture for training deep neural networks with direct feedback alignment
MJ Filipovich, Z Guo, M Al-Qadasi, BA Marquez, HD Morison, VJ Sorger, ...
Optica 9 (12), 1323-1332, 2022
48*2022
Dynamical complexity and computation in recurrent neural networks beyond their fixed point
BA Marquez, L Larger, M Jacquot, YK Chembo, D Brunner
Scientific Reports 8 (1), 3319, 2018
192018
Highly complex optical signal generation using electro-optical systems with non-linear, non-invertible transmission functions
JJ Suárez-Vargas, BA Márquez, JA González
Applied Physics Letters 101 (7), 2012
162012
Takens-inspired neuromorphic processor: A downsizing tool for random recurrent neural networks via feature extraction
BA Marquez, J Suarez-Vargas, BJ Shastri
Physical Review Research 1 (3), 033030, 2019
152019
Interaction between Liénard and Ikeda dynamics in a nonlinear electro-optical oscillator with delayed bandpass feedback
BA Marquez, L Larger, D Brunner, YK Chembo, M Jacquot
Physical Review E 94 (6), 062208, 2016
152016
Polynomial law for controlling the generation of n-scroll chaotic attractors in an optoelectronic delayed oscillator
BA Márquez, JJ Suárez-Vargas, JA Ramírez
Chaos: An Interdisciplinary Journal of Nonlinear Science 24 (3), 033123, 2014
122014
Photonic pattern reconstruction enabled by on-chip online learning and inference
BA Marquez, Z Guo, H Morison, S Shekhar, L Chrostowski, P Prucnal, ...
Journal of Physics: Photonics 3 (2), 024006, 2021
102021
Multi-level encoding and decoding in a scalable photonic tensor processor with a photonic general matrix multiply (GeMM) compiler
Z Guo, AN Tait, BA Marquez, M Filipovich, H Morison, PR Prucnal, ...
IEEE Journal of Selected Topics in Quantum Electronics 28 (6: High Density …, 2022
92022
Neuromorphic photonic circuit modeling in Verilog-A
J Singh, H Morison, Z Guo, BA Marquez, O Esmaeeli, PR Prucnal, ...
APL Photonics 7 (4), 2022
92022
Graphene-based photonic synapse for multi wavelength neural networks
BA Marquez, H Morison, Z Guo, M Filipovich, PR Prucnal, BJ Shastri
MRS Advances 5 (37-38), 1909-1917, 2020
72020
Training deep neural networks in situ with neuromorphic photonics
MJ Filipovich, Z Guo, BA Marquez, HD Morison, BJ Shastri
2020 IEEE Photonics Conference (IPC), 1-2, 2020
62020
Fully-integrated photonic tensor core for image convolutions
BA Marquez, J Singh, H Morison, Z Guo, L Chrostowski, S Shekhar, ...
Nanotechnology 34 (39), 395201, 2023
32023
Neuromorphic Silicon Photonics for Artificial Intelligence
BA Marquez, C Huang, PR Prucnal, BJ Shastri
Silicon Photonics IV: Innovative Frontiers, 417-447, 2021
32021
Neuromorphic photonics: current status and challenges
PR Prucnal, TF De Lima, C Huang, BA Marquez, BJ Shastri
2020 European Conference on Optical Communications (ECOC), 1-4, 2020
32020
Silicon photonics for artificial intelligence applications
BA Marquez, MJ Filipovich, ER Howard, V Bangari, Z Guo, HD Morison, ...
Photoniques, 40-44, 2020
32020
Photonic long-short term memory neural networks with analog memory
ER Howard, BA Marquez, BJ Shastri
2020 IEEE Photonics Conference (IPC), 1-2, 2020
22020
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