Accelerating 2PC-based ML with Limited Trusted Hardware

Accelerating 2PC-based ML with Limited Trusted Hardware

11 September 2020

Vishwajeet Agrawal

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Papers citing "Accelerating 2PC-based ML with Limited Trusted Hardware"

18 / 18 papers shown

Title
ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing T. Ryffel Pierre Tholoniat D. Pointcheval Francis R. Bach FedML 133 99 0 08 Jun 2020
FALCON: Honest-Majority Maliciously Secure Framework for Private Deep Learning Sameer Wagh Shruti Tople Fabrice Benhamouda E. Kushilevitz Prateek Mittal T. Rabin FedML 75 303 0 05 Apr 2020
CrypTFlow: Secure TensorFlow Inference Nishant Kumar Mayank Rathee Nishanth Chandran Divya Gupta Aseem Rastogi Rahul Sharma 145 244 0 16 Sep 2019
Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks Tribhuvanesh Orekondy Bernt Schiele Mario Fritz AAML 57 166 0 26 Jun 2019
XONN: XNOR-based Oblivious Deep Neural Network Inference M. Riazi Mohammad Samragh Hao Chen Kim Laine Kristin E. Lauter F. Koushanfar FedML GNN BDL 67 282 0 19 Feb 2019
Secure Computation for Machine Learning With SPDZ Valerie Chen Valerio Pastro Mariana Raykova 39 64 0 02 Jan 2019
Low Latency Privacy Preserving Inference Alon Brutzkus Oren Elisha Ran Gilad-Bachrach FedML 146 234 0 27 Dec 2018
Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference Edward Chou Josh Beal Daniel Levy Serena Yeung Albert Haque Li Fei-Fei 49 198 0 25 Nov 2018
nGraph-HE: A Graph Compiler for Deep Learning on Homomorphically Encrypted Data Fabian Boemer Yixing Lao Rosario Cammarota Casimir Wierzynski FedML 122 166 0 23 Oct 2018
Privado: Practical and Secure DNN Inference with Enclaves Karan Grover Shruti Tople Shweta Shinde Ranjita Bhagwan Ramachandran Ramjee FedML SILM 62 46 0 01 Oct 2018
Efficient Deep Learning on Multi-Source Private Data Nicholas Hynes Raymond Cheng Basel Alomair FedML 65 102 0 17 Jul 2018
Slalom: Fast, Verifiable and Private Execution of Neural Networks in Trusted Hardware Florian Tramèr Dan Boneh FedML 184 401 0 08 Jun 2018
Gazelle: A Low Latency Framework for Secure Neural Network Inference Chiraag Juvekar Vinod Vaikuntanathan A. Chandrakasan 79 894 0 16 Jan 2018
DeepSecure: Scalable Provably-Secure Deep Learning B. Rouhani M. Riazi F. Koushanfar FedML 54 415 0 24 May 2017
CacheZoom: How SGX Amplifies The Power of Cache Attacks A. Moghimi Gorka Irazoqui Apecechea T. Eisenbarth 75 336 0 20 Mar 2017
Software Grand Exposure: SGX Cache Attacks Are Practical Ferdinand Brasser Urs Müller Alexandra Dmitrienko Kari Kostiainen Srdjan Capkun A. Sadeghi AAML 106 612 0 24 Feb 2017
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 280 4,160 0 18 Oct 2016
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