XONN: XNOR-based Oblivious Deep Neural Network Inference

19 February 2019

Papers citing "XONN: XNOR-based Oblivious Deep Neural Network Inference"

50 / 103 papers shown

Title
Sisyphus: A Cautionary Tale of Using Low-Degree Polynomial Activations in Privacy-Preserving Deep Learning Karthik Garimella N. Jha Brandon Reagen 21 19 0 26 Jul 2021
Popcorn: Paillier Meets Compression For Efficient Oblivious Neural Network Inference Jun Wang Chao Jin S. Meftah Khin Mi Mi Aung UQCV 27 3 0 05 Jul 2021
MAGE: Nearly Zero-Cost Virtual Memory for Secure Computation Sam Kumar David Culler Raluca A. Popa 30 21 0 23 Jun 2021
Sphynx: ReLU-Efficient Network Design for Private Inference Minsu Cho Zahra Ghodsi Brandon Reagen S. Garg C. Hegde 28 24 0 17 Jun 2021
Circa: Stochastic ReLUs for Private Deep Learning Zahra Ghodsi N. Jha Brandon Reagen S. Garg 32 34 0 15 Jun 2021
Adam in Private: Secure and Fast Training of Deep Neural Networks with Adaptive Moment Estimation Nuttapong Attrapadung Koki Hamada Dai Ikarashi Ryo Kikuchi Takahiro Matsuda Ibuki Mishina Hiraku Morita Jacob C. N. Schuldt 22 27 0 04 Jun 2021
SIRNN: A Math Library for Secure RNN Inference Deevashwer Rathee Mayank Rathee R. Goli Divya Gupta Rahul Sharma Nishanth Chandran Aseem Rastogi 24 103 0 10 May 2021
GALA: Greedy ComputAtion for Linear Algebra in Privacy-Preserved Neural Networks Qiao Zhang Chunsheng Xin Hongyi Wu 27 49 0 05 May 2021
CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU Sijun Tan Brian Knott Yuan Tian David J. Wu BDL FedML 57 184 0 22 Apr 2021
Practical Two-party Privacy-preserving Neural Network Based on Secret Sharing ZhengQiang Ge Zhipeng Zhou Dong Guo Qiang Li FedML 10 4 0 10 Apr 2021
Enabling Homomorphically Encrypted Inference for Large DNN Models Guillermo Lloret-Talavera Marc Jordà Harald Servat Fabian Boemer C. Chauhan S. Tomishima Nilesh N. Shah Antonio J. Peña AI4CE FedML 22 27 0 30 Mar 2021
Round and Communication Balanced Protocols for Oblivious Evaluation of Finite State Machines Rafael Dowsley Caleb Horst Anderson C. A. Nascimento 15 0 0 20 Mar 2021
Practical Encrypted Computing for IoT Clients McKenzie van der Hagen Brandon Lucia 15 7 0 11 Mar 2021
Privacy-Preserving Video Classification with Convolutional Neural Networks Sikha Pentyala Rafael Dowsley Martine De Cock PICV 27 21 0 06 Feb 2021
FFConv: Fast Factorized Convolutional Neural Network Inference on Encrypted Data Yu-Ching Lu Jie Lin Chao Jin Zhe Wang Min-man Wu Khin Mi Mi Aung Xiaoli Li 16 1 0 06 Feb 2021
Exploring Design and Governance Challenges in the Development of Privacy-Preserving Computation Nitin Agrawal Reuben Binns Max Van Kleek Kim Laine N. Shadbolt 26 43 0 20 Jan 2021
Fast Privacy-Preserving Text Classification based on Secure Multiparty Computation A. Resende Davis Railsback Rafael Dowsley Anderson C. A. Nascimento Diego F. Aranha 28 20 0 18 Jan 2021
Secure Medical Image Analysis with CrypTFlow Javier Alvarez-Valle Pratik Bhatu Nishanth Chandran Divya Gupta A. Nori Aseem Rastogi Mayank Rathee Rahul Sharma Shubham Ugare MedIm 18 13 0 09 Dec 2020
SoK: Training Machine Learning Models over Multiple Sources with Privacy Preservation Lushan Song Guopeng Lin Jiaxuan Wang Haoqi Wu Wenqiang Ruan Weili Han 34 9 0 06 Dec 2020
CrypTFlow2: Practical 2-Party Secure Inference Deevashwer Rathee Mayank Rathee Nishant Kumar Nishanth Chandran Divya Gupta Aseem Rastogi Rahul Sharma 87 303 0 13 Oct 2020
GECKO: Reconciling Privacy, Accuracy and Efficiency in Embedded Deep Learning Vasisht Duddu A. Boutet Virat Shejwalkar GNN 24 4 0 02 Oct 2020
Accelerating 2PC-based ML with Limited Trusted Hardware M. Nawaz Aditya Gulati Kunlong Liu Vishwajeet Agrawal P. Ananth Trinabh Gupta 11 2 0 11 Sep 2020
POSEIDON: Privacy-Preserving Federated Neural Network Learning Sinem Sav Apostolos Pyrgelis J. Troncoso-Pastoriza D. Froelicher Jean-Philippe Bossuat João Sá Sousa Jean-Pierre Hubaux FedML 19 153 0 01 Sep 2020
Trustworthy AI Inference Systems: An Industry Research View Rosario Cammarota M. Schunter Anand Rajan Fabian Boemer Ágnes Kiss ... Aydin Aysu Fateme S. Hosseini Chengmo Yang Eric Wallace Pam Norton 25 14 0 10 Aug 2020
SOTERIA: In Search of Efficient Neural Networks for Private Inference Anshul Aggarwal Trevor E. Carlson Reza Shokri Shruti Tople FedML 27 12 0 25 Jul 2020
BUNET: Blind Medical Image Segmentation Based on Secure UNET S. Bian Xiaowei Xu Weiwen Jiang Yiyu Shi Takashi Sato 27 5 0 14 Jul 2020
SESAME: Software defined Enclaves to Secure Inference Accelerators with Multi-tenant Execution Sarbartha Banerjee Prakash Ramrakhyani Shijia Wei Mohit Tiwari 19 9 0 14 Jul 2020
Offline Model Guard: Secure and Private ML on Mobile Devices Sebastian P. Bayerl Tommaso Frassetto Patrick Jauernig Korbinian Riedhammer A. Sadeghi T. Schneider Emmanuel Stapf Christian Weinert OffRL 23 45 0 05 Jul 2020
Private Speech Classification with Secure Multiparty Computation Kyle Bittner Martine De Cock Rafael Dowsley 16 1 0 01 Jul 2020
BoMaNet: Boolean Masking of an Entire Neural Network Anuj Dubey Rosario Cammarota Aydin Aysu AAML 25 45 0 16 Jun 2020
CryptoNAS: Private Inference on a ReLU Budget Zahra Ghodsi A. Veldanda Brandon Reagen S. Garg 12 86 0 15 Jun 2020
Secure Byzantine-Robust Machine Learning Lie He Sai Praneeth Karimireddy Martin Jaggi OOD 26 58 0 08 Jun 2020
ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing T. Ryffel Pierre Tholoniat D. Pointcheval Francis R. Bach FedML 28 94 0 08 Jun 2020
Secure Sum Outperforms Homomorphic Encryption in (Current) Collaborative Deep Learning Derian Boer Stefan Kramer FedML 23 8 0 02 Jun 2020
Scalable Privacy-Preserving Distributed Learning D. Froelicher J. Troncoso-Pastoriza Apostolos Pyrgelis Sinem Sav João Sá Sousa Jean-Philippe Bossuat Jean-Pierre Hubaux FedML 22 68 0 19 May 2020
Privacy in Deep Learning: A Survey Fatemehsadat Mirshghallah Mohammadkazem Taram Praneeth Vepakomma Abhishek Singh Ramesh Raskar H. Esmaeilzadeh FedML 19 136 0 25 Apr 2020
FALCON: Honest-Majority Maliciously Secure Framework for Private Deep Learning Sameer Wagh Shruti Tople Fabrice Benhamouda E. Kushilevitz Prateek Mittal T. Rabin FedML 33 295 0 05 Apr 2020
Not All Features Are Equal: Discovering Essential Features for Preserving Prediction Privacy Fatemehsadat Mireshghallah Mohammadkazem Taram A. Jalali Ahmed T. Elthakeb Dean Tullsen H. Esmaeilzadeh 14 12 0 26 Mar 2020
ENSEI: Efficient Secure Inference via Frequency-Domain Homomorphic Convolution for Privacy-Preserving Visual Recognition S. Bian Tianchen Wang Masayuki Hiromoto Yiyu Shi Takashi Sato FedML 29 30 0 11 Mar 2020
Optimizing Privacy-Preserving Outsourced Convolutional Neural Network Predictions Minghui Li Sherman S. M. Chow Shengshan Hu Yuejing Yan Minxin Du Zhibo Wang 6 45 0 22 Feb 2020
SynFi: Automatic Synthetic Fingerprint Generation M. Riazi Seyed M. Chavoshian F. Koushanfar 19 16 0 16 Feb 2020
CryptoSPN: Privacy-preserving Sum-Product Network Inference Amos Treiber Alejandro Molina Christian Weinert T. Schneider Kristian Kersting 21 10 0 03 Feb 2020
NASS: Optimizing Secure Inference via Neural Architecture Search S. Bian Weiwen Jiang Qing Lu Yiyu Shi Takashi Sato 21 25 0 30 Jan 2020
Crypto-Oriented Neural Architecture Design Avital Shafran Gil Segev Shmuel Peleg Yedid Hoshen 30 7 0 27 Nov 2019
Survey of Attacks and Defenses on Edge-Deployed Neural Networks Mihailo Isakov V. Gadepally K. Gettings Michel A. Kinsy AAML 22 31 0 27 Nov 2019
CHEETAH: An Ultra-Fast, Approximation-Free, and Privacy-Preserved Neural Network Framework based on Joint Obscure Linear and Nonlinear Computations Qiao Zhang Cong Wang Chunsheng Xin Hongyi Wu 18 4 0 12 Nov 2019
Secure Evaluation of Quantized Neural Networks Anders Dalskov Daniel E. Escudero Marcel Keller 17 138 0 28 Oct 2019
CrypTFlow: Secure TensorFlow Inference Nishant Kumar Mayank Rathee Nishanth Chandran Divya Gupta Aseem Rastogi Rahul Sharma 101 236 0 16 Sep 2019
nGraph-HE2: A High-Throughput Framework for Neural Network Inference on Encrypted Data Fabian Boemer Anamaria Costache Rosario Cammarota Casimir Wierzynski GNN 18 171 0 12 Aug 2019
QUOTIENT: Two-Party Secure Neural Network Training and Prediction Nitin Agrawal Ali Shahin Shamsabadi Matt J. Kusner Adria Gascon 30 212 0 08 Jul 2019