MOBIUS: Model-Oblivious Binarized Neural Networks

MOBIUS: Model-Oblivious Binarized Neural Networks

29 November 2018

Jason Paul Cruz

Naohisa Nishida

Tadanori Teruya

Nuttapong Attrapadung

Takahiro Matsuda

Goichiro Hanaoka

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Papers citing "MOBIUS: Model-Oblivious Binarized Neural Networks"

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Title
TAPAS: Tricks to Accelerate (encrypted) Prediction As a Service Amartya Sanyal Matt J. Kusner Adria Gascon Varun Kanade FedML 71 127 0 09 Jun 2018
Comparing Population Means under Local Differential Privacy: with Significance and Power Bolin Ding Harsha Nori P. Li Joshua Allen 64 33 0 24 Mar 2018
Gazelle: A Low Latency Framework for Secure Neural Network Inference Chiraag Juvekar Vinod Vaikuntanathan A. Chandrakasan 79 894 0 16 Jan 2018
Chameleon: A Hybrid Secure Computation Framework for Machine Learning Applications M. Riazi Christian Weinert Oleksandr Tkachenko Ebrahim M. Songhori T. Schneider F. Koushanfar FedML 48 495 0 10 Jan 2018
Model Extraction Warning in MLaaS Paradigm M. Kesarwani B. Mukhoty Vijay Arya S. Mehta MLAU 49 142 0 20 Nov 2017
DeepSecure: Scalable Provably-Secure Deep Learning B. Rouhani M. Riazi F. Koushanfar FedML 54 415 0 24 May 2017
Stealing Machine Learning Models via Prediction APIs Florian Tramèr Fan Zhang Ari Juels Michael K. Reiter Thomas Ristenpart SILM MLAU 109 1,811 0 09 Sep 2016
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 216 6,172 0 01 Jul 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 207 1,348 0 08 Feb 2016
The Bernstein Mechanism: Function Release under Differential Privacy Francesco Aldà Benjamin I. P. Rubinstein 55 53 0 16 Jul 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 467 43,347 0 11 Feb 2015