Backpropagation-free Training of Deep Physical Neural Networks

Backpropagation-free Training of Deep Physical Neural Networks

20 April 2023

Philipp del Hougne

Papers citing "Backpropagation-free Training of Deep Physical Neural Networks"

15 / 15 papers shown

Title
Nonlinear Computation with Linear Optics via Source-Position Encoding N. Richardson C. Bosch R. P. Adams 39 0 0 29 Apr 2025
Blending Optimal Control and Biologically Plausible Learning for Noise-Robust Physical Neural Networks S. Sunada T. Niiyama Kazutaka Kanno Rin Nogami André Röhm Takato Awano Atsushi Uchida AI4CE 71 1 0 26 Feb 2025
Hardware-In-The-Loop Training of a 4f Optical Correlator with Logarithmic Complexity Reduction for CNNs Lorenzo Pes Maryam Dehbashizadeh Chehreghan Rick Luiken Sander Stuijk Ripalta Stabile Federico Corradi 36 0 0 07 Jan 2025
Ornstein-Uhlenbeck Adaptation as a Mechanism for Learning in Brains and Machines Jesus Garcia Fernandez Nasir Ahmad Marcel van Gerven 27 1 0 17 Oct 2024
FLOPS: Forward Learning with OPtimal Sampling Tao Ren Zishi Zhang Jinyang Jiang Guanghao Li Zeliang Zhang Mingqian Feng Yijie Peng 35 1 0 08 Oct 2024
Self-Contrastive Forward-Forward Algorithm Xing Chen Dongshu Liu Jérémie Laydevant Julie Grollier 34 2 0 17 Sep 2024
Training Spiking Neural Networks via Augmented Direct Feedback Alignment Yongbo Zhang Katsuma Inoue M. Nakajima Toshikazu Hashimoto Yasuo Kuniyoshi Kohei Nakajima 32 0 0 12 Sep 2024
Quantum Equilibrium Propagation for efficient training of quantum systems based on Onsager reciprocity C. C. Wanjura Florian Marquardt 45 1 0 10 Jun 2024
Training of Physical Neural Networks Ali Momeni Babak Rahmani B. Scellier Logan G. Wright Peter L. McMahon ... Julie Grollier Andrea J. Liu D. Psaltis Andrea Alù Romain Fleury PINN AI4CE 51 9 0 05 Jun 2024
Thermal Crosstalk Modelling and Compensation Methods for Programmable Photonic Integrated Circuits Isidora Teofilović A. Cem David Sanchez-Jacome Daniel Pérez-López Francesco Da Ros 24 2 0 19 Mar 2024
Forward-Forward Training of an Optical Neural Network Ilker Oguz Junjie Ke Qifei Wang Feng Yang Mustafa Yildirim Niyazi Ulaş Dinç J. Hsieh C. Moser D. Psaltis 16 14 0 30 May 2023
An optical neural network using less than 1 photon per multiplication Tianyu Wang Shifan Ma Logan G. Wright Tatsuhiro Onodera Brian C. Richard Peter L. McMahon 46 177 0 27 Apr 2021
Deep physical neural networks enabled by a backpropagation algorithm for arbitrary physical systems Logan G. Wright Tatsuhiro Onodera Martin M. Stein Tianyu Wang Darren T. Schachter Zoey Hu Peter L. McMahon PINN AI4CE 40 469 0 27 Apr 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 244 644 0 21 Apr 2021
$All-Optical Machine Learning Using Diffractive Deep Neural Networks$ All-Optical Machine Learning Using Diffractive Deep Neural Networks Xing Lin Y. Rivenson N. Yardimci Muhammed Veli Mona Jarrahi Aydogan Ozcan 76 1,628 0 14 Apr 2018