Training End-to-End Analog Neural Networks with Equilibrium Propagation

Training End-to-End Analog Neural Networks with Equilibrium Propagation

2 June 2020

Jack D. Kendall

Ross D. Pantone

Kalpana Manickavasagam

Papers citing "Training End-to-End Analog Neural Networks with Equilibrium Propagation"

14 / 14 papers shown

Title
Harnessing uncertainty when learning through Equilibrium Propagation in neural networks Jonathan Peters Philippe Talatchian 70 0 0 28 Mar 2025
Analog In-memory Training on General Non-ideal Resistive Elements: The Impact of Response Functions Zhaoxian Wu Quan Xian Tayfun Gokmen Omobayode Fagbohungbe Tianyi Chen 119 0 0 17 Feb 2025
Self-Contrastive Forward-Forward Algorithm Xing Chen Dongshu Liu Jérémie Laydevant Julie Grollier 92 2 0 17 Sep 2024
Equilibrium Propagation with Continual Weight Updates M. Ernoult Julie Grollier D. Querlioz Yoshua Bengio B. Scellier 33 38 0 29 Apr 2020
Deep Learning in Memristive Nanowire Networks Jack D. Kendall Ross D. Pantone J. Nino 21 2 0 03 Mar 2020
Updates of Equilibrium Prop Match Gradients of Backprop Through Time in an RNN with Static Input M. Ernoult Julie Grollier D. Querlioz Yoshua Bengio B. Scellier 42 40 0 31 May 2019
Streaming Batch Eigenupdates for Hardware Neuromorphic Networks Brian D. Hoskins M. Daniels Siyuan Huang A. Madhavan G. Adam N. Zhitenev Jabez J. McClelland M. D. Stiles 36 14 0 05 Mar 2019
Generalization of Equilibrium Propagation to Vector Field Dynamics B. Scellier Anirudh Goyal Jonathan Binas Thomas Mesnard Yoshua Bengio 48 32 0 14 Aug 2018
Mitigating Asymmetric Nonlinear Weight Update Effects in Hardware Neural Network based on Analog Resistive Synapse Chih-Cheng Chang Pin-Chun Chen Teyuh Chou I-Ting Wang B. Hudec Che-Chia Chang Chia-Ming Tsai Tian-Sheuan Chang T. Hou 39 88 0 16 Dec 2017
Equivalence of Equilibrium Propagation and Recurrent Backpropagation B. Scellier Yoshua Bengio 55 40 0 22 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 658 131,414 0 12 Jun 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 377 7,389 0 12 Sep 2016
Equilibrium Propagation: Bridging the Gap Between Energy-Based Models and Backpropagation B. Scellier Yoshua Bengio 66 491 0 16 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.1K 193,814 0 10 Dec 2015