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06/05/2023
Improved Stability and Generalization Analysis of the Decentralized SGD Algorithm
This paper presents a new generalization error analysis for the Decentra...
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10/28/2022
Fairness Certificates for Differentially Private Classification
In this work, we theoretically study the impact of differential privacy ...
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08/24/2022
Collaborative Algorithms for Online Personalized Mean Estimation
We consider an online estimation problem involving a set of agents. Each...
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07/04/2022
High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent
In this paper, we study differentially private empirical risk minimizati...
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02/23/2022
Differentially Private Speaker Anonymization
Sharing real-world speech utterances is key to the training and deployme...
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11/07/2021
Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition
The widespread of powerful personal devices capable of collecting voice ...
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11/06/2021
Privacy attacks for automatic speech recognition acoustic models in a federated learning framework
This paper investigates methods to effectively retrieve speaker informat...
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10/22/2021
Differentially Private Coordinate Descent for Composite Empirical Risk Minimization
Machine learning models can leak information about the data used to trai...
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05/18/2020
Design Choices for X-vector Based Speaker Anonymization
The recently proposed x-vector based anonymization scheme converts any i...
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11/12/2019
Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?
Automatic speech recognition (ASR) is a key technology in many services ...
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11/10/2019
Evaluating Voice Conversion-based Privacy Protection against Informed Attackers
Speech signals are a rich source of speaker-related information includin...
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01/24/2019
Communication-Efficient and Decentralized Multi-Task Boosting while Learning the Collaboration Graph
We study the decentralized machine learning scenario where many users co...
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05/23/2017
Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning
Consider a set of agents in a peer-to-peer communication network, where ...
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10/17/2016
Decentralized Collaborative Learning of Personalized Models over Networks
We consider a set of learning agents in a collaborative peer-to-peer net...
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10/16/2012