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Understanding Unintended Memorization in Federated Learning

Understanding Unintended Memorization in Federated Learning

12 June 2020
Om Thakkar
Swaroop Indra Ramaswamy
Rajiv Mathews
Franccoise Beaufays
    FedML
ArXiv (abs)PDFHTML

Papers citing "Understanding Unintended Memorization in Federated Learning"

9 / 59 papers shown
Renyi Differential Privacy
Renyi Differential PrivacyIEEE Computer Security Foundations Symposium (CSF), 2017
Ilya Mironov
735
1,399
0
24 Feb 2017
Membership Inference Attacks against Machine Learning Models
Membership Inference Attacks against Machine Learning Models
Reza Shokri
M. Stronati
Congzheng Song
Vitaly Shmatikov
SLRMIALMMIACV
898
4,792
0
18 Oct 2016
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
626
5,134
0
18 Oct 2016
Federated Optimization: Distributed Machine Learning for On-Device
  Intelligence
Federated Optimization: Distributed Machine Learning for On-Device Intelligence
Jakub Konecný
H. B. McMahan
Daniel Ramage
Peter Richtárik
FedML
444
2,106
0
08 Oct 2016
Communication-Efficient Learning of Deep Networks from Decentralized
  Data
Communication-Efficient Learning of Deep Networks from Decentralized Data
H. B. McMahan
Eider Moore
Daniel Ramage
S. Hampson
Blaise Agüera y Arcas
FedML
1.5K
21,556
0
17 Feb 2016
Adam: A Method for Stochastic Optimization
Adam: A Method for Stochastic OptimizationInternational Conference on Learning Representations (ICLR), 2014
Diederik P. Kingma
Jimmy Ba
ODL
4.7K
161,218
0
22 Dec 2014
RAPPOR: Randomized Aggregatable Privacy-Preserving Ordinal Response
RAPPOR: Randomized Aggregatable Privacy-Preserving Ordinal ResponseConference on Computer and Communications Security (CCS), 2014
Ulfar Erlingsson
Vasyl Pihur
Aleksandra Korolova
387
2,148
0
25 Jul 2014
Long Short-Term Memory Based Recurrent Neural Network Architectures for
  Large Vocabulary Speech Recognition
Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition
Hasim Sak
A. Senior
F. Beaufays
237
1,100
0
05 Feb 2014
Fingerprinting Codes and the Price of Approximate Differential Privacy
Fingerprinting Codes and the Price of Approximate Differential PrivacySymposium on the Theory of Computing (STOC), 2013
Mark Bun
Jonathan R. Ullman
Salil P. Vadhan
FedML
352
217
0
13 Nov 2013
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