Differentially Private Federated Continual Learning with Heterogeneous Cohort Privacy

Author:

Chathoth Ajesh Koyatan1,Necciai Clark P1,Jagannatha Abhyuday2,Lee Stephen1

Affiliation:

1. University of Pittsburgh,Pittsburgh,PA,USA

2. University of Massachusetts Amherst,Amherst,MA,USA

Publisher

IEEE

Reference30 articles.

1. The secret sharer: Measuring unintended neural network memorization & extracting secrets;carlini,2018

2. Privacy-preserving deep learning;shokri;Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security,2015

3. Heterogeneous differential privacy;alaggan,2015

4. R\’enyi differential privacy of the sampled gaussian mechanism;mironov,2019

5. Differentially private continual learning;farquhar,2019

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1. Differentially Private Federated Learning with Heterogeneous Group Privacy;2023 IEEE International Conferences on Internet of Things (iThings) and IEEE Green Computing & Communications (GreenCom) and IEEE Cyber, Physical & Social Computing (CPSCom) and IEEE Smart Data (SmartData) and IEEE Congress on Cybermatics (Cybermatics);2023-12-17

2. A DQN-Based Multi-Objective Participant Selection for Efficient Federated Learning;Future Internet;2023-06-08

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