Quantized Neural Networks: Training Neural Networks with Low Precision
Weights and Activations

Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations

22 September 2016

Matthieu Courbariaux

Papers citing "Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations"

19 / 219 papers shown

Title
PBGen: Partial Binarization of Deconvolution-Based Generators for Edge Intelligence Jinglan Liu Jiaxin Zhang Yukun Ding Xiaowei Xu Meng-Long Jiang Yiyu Shi 28 4 0 26 Feb 2018
Training wide residual networks for deployment using a single bit for each weight Mark D Mcdonnell MQ 22 71 0 23 Feb 2018
The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks Nicholas Carlini Chang-rui Liu Ulfar Erlingsson Jernej Kos D. Song 31 1,111 0 22 Feb 2018
Fix your classifier: the marginal value of training the last weight layer Elad Hoffer Itay Hubara Daniel Soudry 19 101 0 14 Jan 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 16 3,043 0 15 Dec 2017
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 24 9 0 13 Nov 2017
Minimum Energy Quantized Neural Networks Bert Moons Koen Goetschalckx Nick Van Berckelaer Marian Verhelst MQ 17 123 0 01 Nov 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 60 1,762 0 10 Oct 2017
BitNet: Bit-Regularized Deep Neural Networks Aswin Raghavan Mohamed R. Amer S. Chai Graham Taylor MQ 24 10 0 16 Aug 2017
Scaling Deep Learning on GPU and Knights Landing clusters Yang You A. Buluç J. Demmel GNN 15 75 0 09 Aug 2017
Streaming Architecture for Large-Scale Quantized Neural Networks on an FPGA-Based Dataflow Platform Chaim Baskin Natan Liss Evgenii Zheltonozhskii A. Bronstein A. Mendelson GNN MQ 28 35 0 31 Jul 2017
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 72 87 0 24 Feb 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 311 1,047 0 10 Feb 2017
Mixed Low-precision Deep Learning Inference using Dynamic Fixed Point Naveen Mellempudi Abhisek Kundu Dipankar Das Dheevatsa Mudigere Bharat Kaul MQ 21 30 0 31 Jan 2017
Boosting Neural Machine Translation Dakun Zhang Jungi Kim Josep Crego Jean Senellart AI4CE 15 26 0 19 Dec 2016
Trained Ternary Quantization Chenzhuo Zhu Song Han Huizi Mao W. Dally MQ 21 1,035 0 04 Dec 2016
Fast Video Classification via Adaptive Cascading of Deep Models Haichen Shen Seungyeop Han Matthai Philipose Arvind Krishnamurthy 26 78 0 20 Nov 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Naresh Boddeti Marios Savvides MQ 20 251 0 22 Aug 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 29 1,351 0 08 Feb 2016