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Unlocking Foundation Models for Privacy-Enhancing Speech Understanding:
  An Early Study on Low Resource Speech Training Leveraging Label-guided
  Synthetic Speech Content

Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content

13 June 2023
Tiantian Feng
Digbalay Bose
Xuan Shi
Shrikanth Narayanan
ArXiv (abs)PDFHTML

Papers citing "Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content"

16 / 16 papers shown
Title
GPT-FL: Generative Pre-trained Model-Assisted Federated Learning
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
70
29
0
03 Jun 2023
Scaling Instruction-Finetuned Language Models
Scaling Instruction-Finetuned Language Models
Hyung Won Chung
Le Hou
Shayne Longpre
Barret Zoph
Yi Tay
...
Jacob Devlin
Adam Roberts
Denny Zhou
Quoc V. Le
Jason W. Wei
ReLMLRM
236
3,165
0
20 Oct 2022
Is synthetic data from generative models ready for image recognition?
Is synthetic data from generative models ready for image recognition?
Ruifei He
Shuyang Sun
Xin Yu
Chuhui Xue
Wenqing Zhang
Philip Torr
Song Bai
Xiaojuan Qi
109
302
0
14 Oct 2022
FLUTE: A Scalable, Extensible Framework for High-Performance Federated
  Learning Simulations
FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations
Mirian Hipolito Garcia
Andre Manoel
Daniel Madrigal Diaz
Fatemehsadat Mireshghallah
Robert Sim
Dimitrios Dimitriadis
FedML
89
57
0
25 Mar 2022
The VoicePrivacy 2022 Challenge Evaluation Plan
The VoicePrivacy 2022 Challenge Evaluation Plan
N. Tomashenko
Xin Wang
Xiaoxiao Miao
Hubert Nourtel
Pierre Champion
Massimiliano Todisco
Emmanuel Vincent
Nicholas W. D. Evans
Junichi Yamagishi
J. Bonastre
96
63
0
23 Mar 2022
Attribute Inference Attack of Speech Emotion Recognition in Federated
  Learning Settings
Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings
Tiantian Feng
H. Hashemi
Rajat Hebbar
M. Annavaram
Shrikanth S. Narayanan
93
26
0
26 Dec 2021
Membership Inference Attacks Against Self-supervised Speech Models
Membership Inference Attacks Against Self-supervised Speech Models
Wei-Cheng Tseng
Wei-Tsung Kao
Hung-yi Lee
92
14
0
09 Nov 2021
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech
  Processing
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing
Sanyuan Chen
Chengyi Wang
Zhengyang Chen
Yu-Huan Wu
Shujie Liu
...
Yao Qian
Jian Wu
Micheal Zeng
Xiangzhan Yu
Furu Wei
SSL
281
1,908
0
26 Oct 2021
SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language
  Processing
SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing
Junyi Ao
Rui Wang
Long Zhou
Chengyi Wang
Shuo Ren
...
Yu Zhang
Zhihua Wei
Yao Qian
Jinyu Li
Furu Wei
148
202
0
14 Oct 2021
LoRA: Low-Rank Adaptation of Large Language Models
LoRA: Low-Rank Adaptation of Large Language Models
J. E. Hu
Yelong Shen
Phillip Wallis
Zeyuan Allen-Zhu
Yuanzhi Li
Shean Wang
Lu Wang
Weizhu Chen
OffRLAI4TSAI4CEALMAIMat
522
10,563
0
17 Jun 2021
Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings
Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings
L. Pepino
Pablo Riera
Luciana Ferrer
84
365
0
08 Apr 2021
Adversarial Disentanglement of Speaker Representation for
  Attribute-Driven Privacy Preservation
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation
Paul-Gauthier Noé
Mohammad MohammadAmini
D. Matrouf
Titouan Parcollet
Andreas Nautsch
J. Bonastre
93
28
0
08 Dec 2020
SLURP: A Spoken Language Understanding Resource Package
SLURP: A Spoken Language Understanding Resource Package
E. Bastianelli
Andrea Vanzo
P. Swietojanski
Verena Rieser
VLM
101
231
0
26 Nov 2020
Training Neural Speech Recognition Systems with Synthetic Speech
  Augmentation
Training Neural Speech Recognition Systems with Synthetic Speech Augmentation
Jason Chun Lok Li
R. Gadde
Boris Ginsburg
Vitaly Lavrukhin
54
55
0
02 Nov 2018
Towards end-to-end spoken language understanding
Towards end-to-end spoken language understanding
Dmitriy Serdyuk
Yongqiang Wang
Christian Fuegen
Anuj Kumar
Baiyang Liu
Yoshua Bengio
60
233
0
23 Feb 2018
Federated Learning: Strategies for Improving Communication Efficiency
Federated Learning: Strategies for Improving Communication Efficiency
Jakub Konecný
H. B. McMahan
Felix X. Yu
Peter Richtárik
A. Suresh
Dave Bacon
FedML
314
4,659
0
18 Oct 2016
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