Efficient Hyperparameter Optimization for Differentially Private Deep
Learning

Efficient Hyperparameter Optimization for Differentially Private Deep Learning

9 August 2021

Rakshit Naidu

Fatemehsadat Mireshghallah

Mohammad Malekzadeh

Papers citing "Efficient Hyperparameter Optimization for Differentially Private Deep Learning"

12 / 12 papers shown

Title
Differentially private federated deep learning for multi-site medical image segmentation Alexander Ziller Dmitrii Usynin Nicolas W. Remerscheid Moritz Knolle Marcus R. Makowski R. Braren Daniel Rueckert Georgios Kaissis FedML 22 22 0 06 Jul 2021
Dopamine: Differentially Private Federated Learning on Medical Data Mohammad Malekzadeh Burak Hasircioglu N. Mital K. Katarya M. E. Ozfatura Deniz Gündüz OOD FedML 57 51 0 27 Jan 2021
Stochastic Adaptive Line Search for Differentially Private Optimization Chen Chen Jaewoo Lee 35 14 0 18 Aug 2020
Tempered Sigmoid Activations for Deep Learning with Differential Privacy Nicolas Papernot Abhradeep Thakurta Shuang Song Steve Chien Ulfar Erlingsson AAML 172 179 0 28 Jul 2020
AdaCliP: Adaptive Clipping for Private SGD Venkatadheeraj Pichapati A. Suresh Felix X. Yu Sashank J. Reddi Sanjiv Kumar 31 123 0 20 Aug 2019
Automatic Discovery of Privacy-Utility Pareto Fronts Brendan Avent Javier I. González Tom Diethe Andrei Paleyes Borja Balle FedML 28 28 0 26 May 2019
Differentially Private Learning with Adaptive Clipping Galen Andrew Om Thakkar H. B. McMahan Swaroop Ramaswamy FedML 52 335 0 09 May 2019
Three Tools for Practical Differential Privacy K. V. D. Veen Ruben Seggers Peter Bloem Giorgio Patrini 33 39 0 07 Dec 2018
Concentrated Differentially Private Gradient Descent with Adaptive per-Iteration Privacy Budget Jaewoo Lee Daniel Kifer 39 157 0 28 Aug 2018
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 162 6,069 0 01 Jul 2016
Practical recommendations for gradient-based training of deep architectures Yoshua Bengio 3DH ODL 138 2,195 0 24 Jun 2012
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 280 7,883 0 13 Jun 2012