secureTF: A Secure TensorFlow Framework

no code implementations • 20 Jan 2021 • Do Le Quoc, Franz Gregor, Sergei Arnautov, Roland Kunkel, Pramod Bhatotia, Christof Fetzer

To tackle this challenge, we designed secureTF, a distributed secure machine learning framework based on Tensorflow for the untrusted cloud infrastructure.

BIG-bench Machine Learning Cloud Computing

TEEMon: A continuous performance monitoring framework for TEEs

no code implementations • 11 Dec 2020 • Robert Krahn, Donald Dragoti, Franz Gregor, Do Le Quoc, Valerio Schiavoni, Pascal Felber, Clenimar Souza, Andrey Brito, Christof Fetzer

Currently, only a limited number of performance measurement tools for TEE-based applications exist and none offer performance monitoring and analysis during runtime.

Cryptography and Security Distributed, Parallel, and Cluster Computing Performance C.4

TensorSCONE: A Secure TensorFlow Framework using Intel SGX

no code implementations • 12 Feb 2019 • Roland Kunkel, Do Le Quoc, Franz Gregor, Sergei Arnautov, Pramod Bhatotia, Christof Fetzer

This imposes significant security risks since modern online services rely on cloud computing to store and process the sensitive data.

BIG-bench Machine Learning Cloud Computing