暗号化技術

Vectorized Secure Evaluation of Decision Forests

Authors: Raghav Malik, Vidush Singhal, Benjamin Gottfried, Milind Kulkarni | Published: 2021-04-19
プライバシー保護
モデル設計
暗号化技術

Secure Human Action Recognition by Encrypted Neural Network Inference

Authors: Miran Kim, Xiaoqian Jiang, Kristin Lauter, Elkhan Ismayilzada, Shayan Shams | Published: 2021-04-19 | Updated: 2022-08-09
データ保護手法
データ管理システム
暗号化技術

Privacy-preserving Federated Learning based on Multi-key Homomorphic Encryption

Authors: Jing Ma, Si-Ahmed Naas, Stephan Sigg, Xixiang Lyu | Published: 2021-04-14
プライバシー保護
分散学習
暗号化技術

TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption

Authors: Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, Alaa Eddine Belfedhal | Published: 2021-04-07 | Updated: 2021-04-28
プライバシー保護
暗号化技術
機械学習技術

CaPC Learning: Confidential and Private Collaborative Learning

Authors: Christopher A. Choquette-Choo, Natalie Dullerud, Adam Dziedzic, Yunxiang Zhang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2021-02-09 | Updated: 2021-03-19
アクティブラーニング
データ保護手法
暗号化技術

InstaHide: Instance-hiding Schemes for Private Distributed Learning

Authors: Yangsibo Huang, Zhao Song, Kai Li, Sanjeev Arora | Published: 2020-10-06 | Updated: 2021-02-24
攻撃タイプ
暗号化手法
暗号化技術

Precision Health Data: Requirements, Challenges and Existing Techniques for Data Security and Privacy

Authors: Chandra Thapa, Seyit Camtepe | Published: 2020-08-24
スマートヘルスケア
プライバシー保護手法
暗号化技術

DRAB-LOCUS: An Area-Efficient AES Architecture for Hardware Accelerator Co-Location on FPGAs

Authors: Jacob T. Grycel, Robert J. Walls | Published: 2019-11-11
ハードウェアアクセラレータ
リソース最適化
暗号化技術

nGraph-HE2: A High-Throughput Framework for Neural Network Inference on Encrypted Data

Authors: Fabian Boemer, Anamaria Costache, Rosario Cammarota, Casimir Wierzynski | Published: 2019-08-12 | Updated: 2019-08-29
CKKS最適化
性能評価
暗号化技術

Helen: Maliciously Secure Coopetitive Learning for Linear Models

Authors: Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez, Ion Stoica | Published: 2019-07-16 | Updated: 2019-09-03
MPCアルゴリズム
ポイズニング
暗号化技術