Performance Evaluation

TensorSCONE: A Secure TensorFlow Framework using Intel SGX

Authors: Roland Kunkel, Do Le Quoc, Franz Gregor, Sergei Arnautov, Pramod Bhatotia, Christof Fetzer | Published: 2019-02-12
Performance Evaluation
Threat Model
Watermarking Technology

Reaching Data Confidentiality and Model Accountability on the CalTrain

Authors: Zhongshu Gu, Hani Jamjoom, Dong Su, Heqing Huang, Jialong Zhang, Tengfei Ma, Dimitrios Pendarakis, Ian Molloy | Published: 2018-12-07
Trigger Detection
Performance Evaluation
Federated Learning

Three Tools for Practical Differential Privacy

Authors: Koen Lennart van der Veen, Ruben Seggers, Peter Bloem, Giorgio Patrini | Published: 2018-12-07
Hyperparameter Optimization
Performance Evaluation
Differential Privacy

When Homomorphic Cryptosystem Meets Differential Privacy: Training Machine Learning Classifier with Privacy Protection

Authors: Xiangyun Tang, Liehuang Zhu, Meng Shen, Xiaojiang Du | Published: 2018-12-06
Performance Evaluation
Privacy Protection
Differential Privacy

A lightweight MapReduce framework for secure processing with SGX

Authors: Rafael Pires, Daniel Gavril, Pascal Felber, Emanuel Onica, Marcelo Pasin | Published: 2017-05-16
Data-Driven Clustering
Performance Evaluation
Privacy-Preserving Algorithm

PerfWeb: How to Violate Web Privacy with Hardware Performance Events

Authors: Berk Gulmezoglu, Andreas Zankl, Thomas Eisenbarth, Berk Sunar | Published: 2017-05-12
Performance Evaluation
Model Performance Evaluation
User Activity Analysis