FedAudio: A Federated Learning Benchmark for Audio Tasks

FedAudio: A Federated Learning Benchmark for Audio Tasks

27 October 2022

Shrikanth S. Narayanan

Salman Avestimehr

Papers citing "FedAudio: A Federated Learning Benchmark for Audio Tasks"

19 / 19 papers shown

Title
FedCVD: The First Real-World Federated Learning Benchmark on Cardiovascular Disease Data Yukun Zhang Guanzhong Chen Zenglin Xu Jianyong Wang Dun Zeng J. Li Jinghua Wang Yuan Qi Irwin King FedML 22 0 0 28 Oct 2024
COALA: A Practical and Vision-Centric Federated Learning Platform Weiming Zhuang Jian Xu Chen Chen Jingtao Li Lingjuan Lyu VLM FedML 72 4 0 23 Jul 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 24 9 0 05 Mar 2024
Exploring Federated Self-Supervised Learning for General Purpose Audio Understanding Yasar Abbas Ur Rehman Kin Wai Lau Yuyang Xie Lan Ma Jiajun Shen 73 1 0 05 Feb 2024
VFLAIR: A Research Library and Benchmark for Vertical Federated Learning Tianyuan Zou Zixuan Gu Yuanqin He Hideaki Takahashi Yang Janet Liu Ya-Qin Zhang FedML 17 5 0 15 Oct 2023
FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Samiul Alam Tuo Zhang Tiantian Feng Hui Shen Zhichao Cao ... JeongGil Ko Kiran Somasundaram Shrikanth S. Narayanan Salman Avestimehr Mi Zhang 20 5 0 29 Sep 2023
Composite federated learning with heterogeneous data Jiaojiao Zhang Jiang Hu Mikael Johansson FedML 11 4 0 04 Sep 2023
Federated Representation Learning for Automatic Speech Recognition Guruprasad V Ramesh Gopinath Chennupati Milind Rao Anit Kumar Sahu Ariya Rastrow J. Droppo 10 0 0 03 Aug 2023
NeRT: Implicit Neural Representations for General Unsupervised Turbulence Mitigation Weiyun Jiang Yuhao Liu Vivek Boominathan Ashok Veeraraghavan 6 2 0 01 Aug 2023
FedMultimodal: A Benchmark For Multimodal Federated Learning Tiantian Feng Digbalay Bose Tuo Zhang Rajat Hebbar Anil Ramakrishna Rahul Gupta Mi Zhang Salman Avestimehr Shrikanth Narayanan 19 48 0 15 Jun 2023
Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content Tiantian Feng Digbalay Bose Xuan Shi Shrikanth Narayanan 15 1 0 13 Jun 2023
PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches For Speech Emotion Recognition Using Pre-trained Speech Models Tiantian Feng Shrikanth Narayanan 14 24 0 08 Jun 2023
GPT-FL: Generative Pre-trained Model-Assisted Federated Learning Tuo Zhang Tiantian Feng Samiul Alam Dimitrios Dimitriadis Sunwoo Lee Mi Zhang Shrikanth S. Narayanan Salman Avestimehr FedML 13 27 0 03 Jun 2023
TrustSER: On the Trustworthiness of Fine-tuning Pre-trained Speech Embeddings For Speech Emotion Recognition Tiantian Feng Rajat Hebbar Shrikanth Narayanan 20 7 0 18 May 2023
TimelyFL: Heterogeneity-aware Asynchronous Federated Learning with Adaptive Partial Training Tuo Zhang Lei Gao Sunwoo Lee Mi Zhang Salman Avestimehr FedML 11 28 0 14 Apr 2023
Secure Federated Learning against Model Poisoning Attacks via Client Filtering D. Yaldiz Tuo Zhang Salman Avestimehr AAML FedML 6 13 0 31 Mar 2023
A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness Tiantian Feng Rajat Hebbar Nicholas Mehlman Xuan Shi Aditya Kommineni and Shrikanth Narayanan 22 29 0 18 Dec 2022
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 167 410 0 14 Jul 2021
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 156 553 0 27 Jul 2020