Learning without feedback: Fixed random learning signals allow for
feedforward training of deep neural networks

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Learning without feedback: Fixed random learning signals allow for feedforward training of deep neural networks

3 September 2019

Charlotte Frenkel

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Papers citing "Learning without feedback: Fixed random learning signals allow for feedforward training of deep neural networks"

17 / 17 papers shown

Title
Principled Training of Neural Networks with Direct Feedback Alignment Julien Launay Iacopo Poli Florent Krzakala 49 35 0 11 Jun 2019
MorphIC: A 65-nm 738k-Synapse/mm $^2$ Quad-Core Binary-Weight Digital Neuromorphic Processor with Stochastic Spike-Driven Online Learning Charlotte Frenkel J. Legat D. Bol 60 116 0 17 Apr 2019
Training Neural Networks with Local Error Signals Arild Nøkland L. Eidnes 81 228 0 20 Jan 2019
Low-Power Neuromorphic Hardware for Signal Processing Applications Bipin Rajendran Abu Sebastian M. Schmuker N. Srinivasa E. Eleftheriou 61 135 0 11 Jan 2019
Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE) Jacques Kaiser Hesham Mostafa Emre Neftci 66 24 0 27 Nov 2018
Large-Scale Neuromorphic Spiking Array Processors: A quest to mimic the brain Chetan Singh Thakur J. Molin Gert Cauwenberghs Giacomo Indiveri Kundan Kumar ... Jae-sun Seo Shimeng Yu Yu Cao André van Schaik R. Etienne-Cummings 63 237 0 23 May 2018
Deep supervised learning using local errors Hesham Mostafa V. Ramesh Gert Cauwenberghs 58 114 0 17 Nov 2017
Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning Georgios Detorakis Sadique Sheik C. Augustine Somnath Paul Bruno U. Pedroni N. Dutt J. Krichmar Gert Cauwenberghs Emre Neftci 70 29 0 29 Sep 2017
Understanding Synthetic Gradients and Decoupled Neural Interfaces Wojciech M. Czarnecki G. Swirszcz Max Jaderberg Simon Osindero Oriol Vinyals Koray Kavukcuoglu 71 82 0 01 Mar 2017
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 173 260 0 16 Dec 2016
Direct Feedback Alignment Provides Learning in Deep Neural Networks Arild Nøkland ODL 97 459 0 06 Sep 2016
Decoupled Neural Interfaces using Synthetic Gradients Max Jaderberg Wojciech M. Czarnecki Simon Osindero Oriol Vinyals Alex Graves David Silver Koray Kavukcuoglu 85 358 0 18 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin Dario Amodei Rishita Anubhai Eric Battenberg Carl Case Jared Casper ... Chong-Jun Wang Bo Xiao Dani Yogatama J. Zhan Zhenyao Zhu 139 2,974 0 08 Dec 2015
How Important is Weight Symmetry in Backpropagation? Q. Liao Joel Z Leibo T. Poggio 73 170 0 17 Oct 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 338 18,651 0 06 Feb 2015
Difference Target Propagation Dong-Hyun Lee Saizheng Zhang Asja Fischer Yoshua Bengio AAML 114 352 0 23 Dec 2014

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