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Integer-only Zero-shot Quantization for Efficient Speech Recognition

31 March 2021

Sehoon Kim

Nicholas Lee

Papers citing "Integer-only Zero-shot Quantization for Efficient Speech Recognition"

20 / 20 papers shown

Title
Generative Zero-shot Network Quantization Xiangyu He Qinghao Hu Peisong Wang Jian Cheng GAN MQ 89 23 0 21 Jan 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 162 352 0 05 Jan 2021
HAWQV3: Dyadic Neural Network Quantization Z. Yao Zhen Dong Zhangcheng Zheng A. Gholami Jiali Yu ... Leyuan Wang Qijing Huang Yida Wang Michael W. Mahoney Kurt Keutzer MQ 106 87 0 20 Nov 2020
INT8 Winograd Acceleration for Conv1D Equipped ASR Models Deployed on Mobile Devices Yiwu Yao Yuchao Li Chengyu Wang Tianhang Yu Houjiang Chen ... Jun Yang Jun Huang Wei Lin Hui Shu Chengfei Lv MQ 58 7 0 28 Oct 2020
Quantization of Acoustic Model Parameters in Automatic Speech Recognition Framework Amrutha Prasad P. Motlícek S. Madikeri MQ 43 10 0 16 Jun 2020
Conformer: Convolution-augmented Transformer for Speech Recognition Anmol Gulati James Qin Chung-Cheng Chiu Niki Parmar Yu Zhang ... Wei Han Shibo Wang Zhengdong Zhang Yonghui Wu Ruoming Pang 229 3,160 0 16 May 2020
Bayesian Bits: Unifying Quantization and Pruning M. V. Baalen Christos Louizos Markus Nagel Rana Ali Amjad Ying Wang Tijmen Blankevoort Max Welling MQ 82 116 0 14 May 2020
Data-Free Network Quantization With Adversarial Knowledge Distillation Yoojin Choi Jihwan P. Choi Mostafa El-Khamy Jungwon Lee MQ 74 121 0 08 May 2020
ContextNet: Improving Convolutional Neural Networks for Automatic Speech Recognition with Global Context Wei Han Zhengdong Zhang Yu Zhang Jiahui Yu Chung-Cheng Chiu James Qin Anmol Gulati Ruoming Pang Yonghui Wu 86 264 0 07 May 2020
Generative Low-bitwidth Data Free Quantization Shoukai Xu Haokun Li Bohan Zhuang Jing Liu Jingyun Liang Chuangrun Liang Mingkui Tan MQ 60 127 0 07 Mar 2020
Transformer Transducer: A Streamable Speech Recognition Model with Transformer Encoders and RNN-T Loss Qian Zhang Han Lu Hasim Sak Anshuman Tripathi Erik McDermott Stephen Koo Shankar Kumar 97 481 0 07 Feb 2020
ZeroQ: A Novel Zero Shot Quantization Framework Yaohui Cai Z. Yao Zhen Dong A. Gholami Michael W. Mahoney Kurt Keutzer MQ 101 399 0 01 Jan 2020
The Knowledge Within: Methods for Data-Free Model Compression Matan Haroush Itay Hubara Elad Hoffer Daniel Soudry 59 109 0 03 Dec 2019
A Simplified Fully Quantized Transformer for End-to-end Speech Recognition Alex Bie Bharat Venkitesh João Monteiro Md. Akmal Haidar Mehdi Rezagholizadeh MQ 90 27 0 09 Nov 2019
Q8BERT: Quantized 8Bit BERT Ofir Zafrir Guy Boudoukh Peter Izsak Moshe Wasserblat MQ 91 506 0 14 Oct 2019
SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition Daniel S. Park William Chan Yu Zhang Chung-Cheng Chiu Barret Zoph E. D. Cubuk Quoc V. Le VLM 190 3,470 0 18 Apr 2019
Jasper: An End-to-End Convolutional Neural Acoustic Model Jason Chun Lok Li Vitaly Lavrukhin Boris Ginsburg Ryan Leary Oleksii Kuchaiev Jonathan M. Cohen Huyen Nguyen R. Gadde DRL VLM AuLLM 57 265 0 05 Apr 2019
Data-Free Learning of Student Networks Hanting Chen Yunhe Wang Chang Xu Zhaohui Yang Chuanjian Liu Boxin Shi Chunjing Xu Chao Xu Qi Tian FedML 68 372 0 02 Apr 2019
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 167 3,143 0 15 Dec 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014