Rounding Methods for Neural Networks with Low Resolution Synaptic Weights

22 April 2015

Papers citing "Rounding Methods for Neural Networks with Low Resolution Synaptic Weights"

12 / 12 papers shown

Title
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 30 11 0 11 Aug 2022
Meta-learning Spiking Neural Networks with Surrogate Gradient Descent Kenneth Stewart Emre Neftci 37 25 0 26 Jan 2022
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 150 678 0 24 Jan 2021
Compression of Deep Learning Models for Text: A Survey Manish Gupta Puneet Agrawal VLM MedIm AI4CE 22 115 0 12 Aug 2020
A Survey on Methods and Theories of Quantized Neural Networks Yunhui Guo MQ 34 232 0 13 Aug 2018
Rethinking Numerical Representations for Deep Neural Networks Parker Hill Babak Zamirai Shengshuo Lu Yu-Wei Chao M. Laurenzano ... S. Mahlke T. Wenisch Jia Deng Lingjia Tang Jason Mars 20 11 0 07 Aug 2018
ADaPTION: Toolbox and Benchmark for Training Convolutional Neural Networks with Reduced Numerical Precision Weights and Activation Moritz B. Milde Daniel Neil Alessandro Aimar T. Delbruck Giacomo Indiveri MQ 42 9 0 13 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 38 29 0 29 Sep 2017
NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps Alessandro Aimar Hesham Mostafa Enrico Calabrese A. Rios-Navarro Ricardo Tapiador-Morales ... Moritz B. Milde Federico Corradi A. Linares-Barranco Shih-Chii Liu T. Delbruck 93 243 0 05 Jun 2017
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 135 258 0 16 Dec 2016
Conversion of Artificial Recurrent Neural Networks to Spiking Neural Networks for Low-power Neuromorphic Hardware P. U. Diehl Guido Zarrella A. Cassidy Bruno U. Pedroni Emre Neftci 35 217 0 16 Jan 2016
Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines Emre Neftci Bruno U. Pedroni Siddharth Joshi Maruan Al-Shedivat Gert Cauwenberghs 30 134 0 14 Nov 2015