Omni-Sparsity DNN: Fast Sparsity Optimization for On-Device Streaming E2E ASR Via Supernet

Author:

Yang Haichuan1,Shangguan Yuan1,Wang Dilin1,Li Meng1,Chuang Pierce1,Zhang Xiaohui1,Venkatesh Ganesh1,Kalinli Ozlem1,Chandra Vikas1

Affiliation:

1. Facebook AI

Publisher

IEEE

Reference22 articles.

1. Sequence transduction with recurrent neural networks;graves;Proc of ICML Workshop on Representation Learning,2012

2. Alignment Restricted Streaming Recurrent Neural Network Transducer

3. Slimmable neural networks;yu;Proc of LCLR,2018

4. Alphanet: Improved training of super-net with alpha-divergence;wang;Proc of ICML,2021

5. Optimizing speech recognition for the edge;shangguan;On-device Intelligence Workshop at MLSys,2019

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. TODM: Train Once Deploy Many Efficient Supernet-Based RNN-T Compression For On-Device ASR Models;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

2. Dynamic ASR Pathways: An Adaptive Masking Approach Towards Efficient Pruning of a Multilingual ASR Model;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

3. Small-Footprint Slimmable Networks for Keyword Spotting;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

4. Continual Learning for On-Device Speech Recognition Using Disentangled Conformers;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

5. Learning ASR Pathways: A Sparse Multilingual ASR Model;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3