Federated Self-supervised Speech Representations: Are We There Yet?

Federated Self-supervised Speech Representations: Are We There Yet?

6 April 2022

Javier Fernandez-Marques

Titouan Parcollet

Abhinav Mehrotra

Nicholas D. Lane

Papers citing "Federated Self-supervised Speech Representations: Are We There Yet?"

11 / 11 papers shown

Title
FSSUAVL: A Discriminative Framework using Vision Models for Federated Self-Supervised Audio and Image Understanding Yasar Abbas Ur Rehman Kin Wai Lau Yuyang Xie Ma Lan Jiajun Shen 29 0 0 13 Apr 2025
Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients Mohamed Nabih Ali A. Brutti Daniele Falavigna 32 0 0 27 May 2024
AudioRepInceptionNeXt: A lightweight single-stream architecture for efficient audio recognition Kin Wai Lau Yasar Abbas Ur Rehman L. Po 28 1 0 21 Apr 2024
FedAnchor: Enhancing Federated Semi-Supervised Learning with Label Contrastive Loss for Unlabeled Clients Xinchi Qiu Yan Gao Lorenzo Sani Heng Pan Wanru Zhao Pedro Gusmão Mina Alibeigi Alexandru Iacob Nicholas D. Lane FedML 36 3 0 15 Feb 2024
Efficiency-oriented approaches for self-supervised speech representation learning Luis Lugo Valentin Vielzeuf SSL 19 1 0 18 Dec 2023
Federated Representation Learning for Automatic Speech Recognition Guruprasad V Ramesh Gopinath Chennupati Milind Rao Anit Kumar Sahu Ariya Rastrow J. Droppo 18 0 0 03 Aug 2023
HyperConformer: Multi-head HyperMixer for Efficient Speech Recognition Florian Mai Juan Pablo Zuluaga Titouan Parcollet P. Motlícek 15 10 0 29 May 2023
Federated Learning for ASR based on Wav2vec 2.0 Tuan Nguyen Salima Mdhaffar N. Tomashenko J. Bonastre Yannick Esteve FedML 34 10 0 20 Feb 2023
FedAudio: A Federated Learning Benchmark for Audio Tasks Tuo Zhang Tiantian Feng Samiul Alam Sunwoo Lee Mi Zhang Shrikanth S. Narayanan Salman Avestimehr FedML 20 23 0 27 Oct 2022
Match to Win: Analysing Sequences Lengths for Efficient Self-supervised Learning in Speech and Audio Yan Gao Javier Fernandez-Marques Titouan Parcollet Pedro Porto Buarque de Gusmão Nicholas D. Lane 21 9 0 30 Sep 2022
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 171 288 0 25 Jan 2020