Federated Learning for Keyword Spotting

9 October 2018

David Leroy

A. Coucke

Thibaut Lavril

Thibault Gisselbrecht

Joseph Dureau

FedML

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Papers citing "Federated Learning for Keyword Spotting"

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Title
Impact of Sampling on Locally Differentially Private Data Collection Sayan Biswas Graham Cormode Carsten Maple FedML 27 0 0 02 Jun 2022
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing Wei Xu Zhaohui Yang Derrick Wing Kwan Ng Marco Levorato Yonina C. Eldar Mérouane Debbah 28 398 0 01 Jun 2022
Training Mixed-Domain Translation Models via Federated Learning Peyman Passban Tanya Roosta Rahul Gupta Ankit R. Chadha Clement Chung FedML AI4CE 29 18 0 03 May 2022
Production federated keyword spotting via distillation, filtering, and joint federated-centralized training Andrew Straiton Hard Kurt Partridge Neng Chen S. Augenstein Aishanee Shah ... Sara Ng Jessica Nguyen Ignacio López Moreno Rajiv Mathews F. Beaufays FedML 24 14 0 11 Apr 2022
FederatedScope: A Flexible Federated Learning Platform for Heterogeneity Yuexiang Xie Zhen Wang Dawei Gao Daoyuan Chen Liuyi Yao Weirui Kuang Yaliang Li Bolin Ding Jingren Zhou FedML 24 88 0 11 Apr 2022
Federated Self-supervised Speech Representations: Are We There Yet? Yan Gao Javier Fernandez-Marques Titouan Parcollet Abhinav Mehrotra Nicholas D. Lane 35 13 0 06 Apr 2022
Federated Domain Adaptation for ASR with Full Self-Supervision J. Jia Jay Mahadeokar Weiyi Zheng Yuan Shangguan Ozlem Kalinli Frank Seide 32 13 0 30 Mar 2022
Federated Named Entity Recognition Joel Mathew Dimitris Stripelis J. Ambite FedML 22 1 0 28 Mar 2022
When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing Chao-Han Huck Yang Jun Qi Samuel Yen-Chi Chen Yu Tsao Pin-Yu Chen 22 53 0 17 Feb 2022
A Study of Designing Compact Audio-Visual Wake Word Spotting System Based on Iterative Fine-Tuning in Neural Network Pruning Hengshun Zhou Jun Du Chao-Han Huck Yang Shifu Xiong Chin-Hui Lee VLM 18 3 0 17 Feb 2022
Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning Vasileios Tsouvalas T. Ozcelebi N. Meratnia 34 21 0 05 Feb 2022
Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey Shangwei Guo Xu Zhang Feiyu Yang Tianwei Zhang Yan Gan Tao Xiang Yang Liu FedML 31 9 0 19 Dec 2021
A Marketplace for Trading AI Models based on Blockchain and Incentives for IoT Data L. Nguyen Shashi Raj Pandey B. Soret A. Broering P. Popovski 42 20 0 06 Dec 2021
An Optimization Framework for Federated Edge Learning Yangchen Li Ying Cui Vincent K. N. Lau FedML 11 7 0 26 Nov 2021
Deep Spoken Keyword Spotting: An Overview Iván López-Espejo Zheng-Hua Tan John H. L. Hansen Jesper Jensen 21 100 0 20 Nov 2021
Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition Salima Mdhaffar J. Bonastre Marc Tommasi N. Tomashenko Yannick Esteve 17 12 0 07 Nov 2021
Privacy attacks for automatic speech recognition acoustic models in a federated learning framework N. Tomashenko Salima Mdhaffar Marc Tommasi Yannick Esteve J. Bonastre 35 25 0 06 Nov 2021
FedMe: Federated Learning via Model Exchange Koji Matsuda Yuya Sasaki Chuan Xiao Makoto Onizuka FedML 45 19 0 15 Oct 2021
Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis Yi Liu Yuanshao Zhu James J. Q. Yu FedML 27 28 0 14 Oct 2021
FedSpeech: Federated Text-to-Speech with Continual Learning Ziyue Jiang Yi Ren Ming Lei Zhou Zhao FedML 101 24 0 14 Oct 2021
Layer-wise and Dimension-wise Locally Adaptive Federated Learning Belhal Karimi Ping Li Xiaoyun Li FedML 42 3 0 01 Oct 2021
Federated Learning in ASR: Not as Easy as You Think Wentao Yu J. Freiwald Soren Tewes F. Huennemeyer D. Kolossa FedML 27 17 0 30 Sep 2021
Private Language Model Adaptation for Speech Recognition Zhe Liu Ke Li Shreyan Bakshi Fuchun Peng 34 6 0 28 Sep 2021
OpenFed: A Comprehensive and Versatile Open-Source Federated Learning Framework Dengsheng Chen Vince Tan Zhi-Wei Lu Jie Hu FedML 19 27 0 16 Sep 2021
The VoicePrivacy 2020 Challenge: Results and findings N. Tomashenko Xin Wang Emmanuel Vincent J. Patino B. M. L. Srivastava ... Benjamin O’Brien Anais Chanclu J. Bonastre Massimiliano Todisco Mohamed Maouche 27 105 0 01 Sep 2021
Accelerating Federated Learning with a Global Biased Optimiser Jed Mills Jia Hu Geyong Min Rui Jin Siwei Zheng Jin Wang FedML AI4CE 34 9 0 20 Aug 2021
Federated Learning Meets Natural Language Processing: A Survey Ming Liu Stella Ho Mengqi Wang Longxiang Gao Yuan Jin Heng Zhang FedML 25 67 0 27 Jul 2021
Federated Self-Training for Semi-Supervised Audio Recognition Vasileios Tsouvalas Aaqib Saeed T. Ozcelebi FedML 42 15 0 14 Jul 2021
Zero-Shot Federated Learning with New Classes for Audio Classification Gautham Krishna Gudur S. K. Perepu FedML 13 10 0 18 Jun 2021
Dynamic Gradient Aggregation for Federated Domain Adaptation Dimitrios Dimitriadis K. Kumatani R. Gmyr Yashesh Gaur Sefik Emre Eskimez FedML 26 5 0 14 Jun 2021
EasyFL: A Low-code Federated Learning Platform For Dummies Weiming Zhuang Xin Gan Yonggang Wen Shuai Zhang FedML 27 46 0 17 May 2021
Separate but Together: Unsupervised Federated Learning for Speech Enhancement from Non-IID Data Efthymios Tzinis Jonah Casebeer Zhepei Wang Paris Smaragdis FedML 32 19 0 11 May 2021
End-to-End Speech Recognition from Federated Acoustic Models Yan Gao Titouan Parcollet Salah Zaiem Javier Fernandez-Marques Pedro Porto Buarque de Gusmão Daniel J. Beutel Nicholas D. Lane 28 43 0 29 Apr 2021
A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things Jiehan Zhou Shouhua Zhang Qinghua Lu W. Dai Min Chen Xin Liu Susanna Pirttikangas Yang Shi Weishan Zhang E. Herrera-Viedma FedML AI4CE 23 44 0 21 Apr 2021
FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Bill Yuchen Lin Chaoyang He ZiHang Zeng Hulin Wang Yufen Huang Christophe Dupuy Rahul Gupta Mahdi Soltanolkotabi Xiang Ren Salman Avestimehr FedML 19 108 0 18 Apr 2021
A Method to Reveal Speaker Identity in Distributed ASR Training, and How to Counter It Trung D. Q. Dang Om Thakkar Swaroop Indra Ramaswamy Rajiv Mathews Peter Chin Franccoise Beaufays FedML 32 10 0 15 Apr 2021
PATE-AAE: Incorporating Adversarial Autoencoder into Private Aggregation of Teacher Ensembles for Spoken Command Classification Chao-Han Huck Yang Sabato Marco Siniscalchi Chin-Hui Lee 59 22 0 02 Apr 2021
Opportunistic Federated Learning: An Exploration of Egocentric Collaboration for Pervasive Computing Applications Sangsu Lee Xi Zheng Jie Hua H. Vikalo Christine Julien FedML 29 25 0 24 Mar 2021
DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection David S. Johnson Wolfgang Lorenz Michael Taenzer S. I. Mimilakis S. Grollmisch J. Abeßer Hanna M. Lukashevich FedML 29 13 0 17 Feb 2021
Federated Acoustic Modeling For Automatic Speech Recognition Xiaodong Cui Songtao Lu Brian Kingsbury 24 33 0 08 Feb 2021
Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning Tomoya Murata Taiji Suzuki FedML 27 50 0 05 Feb 2021
FedProf: Selective Federated Learning with Representation Profiling Wentai Wu Ligang He Weiwei Lin Carsten Maple FedML 30 1 0 02 Feb 2021
FEDZIP: A Compression Framework for Communication-Efficient Federated Learning Amirhossein Malekijoo Mohammad Javad Fadaeieslam Hanieh Malekijou Morteza Homayounfar F. Alizadeh-Shabdiz Reza Rawassizadeh FedML 34 54 0 02 Feb 2021
Understanding the Tradeoffs in Client-side Privacy for Downstream Speech Tasks Peter Wu Paul Pu Liang Jiatong Shi Ruslan Salakhutdinov Shinji Watanabe Louis-Philippe Morency 26 8 0 22 Jan 2021
FedAR: Activity and Resource-Aware Federated Learning Model for Distributed Mobile Robots Ahmed Imteaj M. Amini 83 51 0 11 Jan 2021
Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions Alberto Blanco-Justicia J. Domingo-Ferrer Sergio Martínez David Sánchez Adrian Flanagan K. E. Tan FedML 26 110 0 12 Dec 2020
FedSiam: Towards Adaptive Federated Semi-Supervised Learning Zewei Long Liwei Che Yaqing Wang Muchao Ye Junyu Luo Jinze Wu Houping Xiao Fenglong Ma FedML 31 16 0 06 Dec 2020
Federated Marginal Personalization for ASR Rescoring Zhe Liu Fuchun Peng 24 1 0 01 Dec 2020
A Systematic Literature Review on Federated Learning: From A Model Quality Perspective Yi Liu Li Zhang Ning Ge Guanghao Li FedML 33 22 0 01 Dec 2020
An Exploratory Analysis on Users' Contributions in Federated Learning Jiyue Huang Rania Talbi Zilong Zhao S. Bouchenak L. Chen Stefanie Roos FedML 26 30 0 13 Nov 2020