topic Intel SGX and machine learning library in Intel® Software Guard Extensions (Intel® SGX)

Intel SGX and machine learning library

Pablo__Juan — Fri, 16 Mar 2018 15:48:13 GMT

Hello,

I was wondering if there exists a machine learning library designed to be run in an enclave. If not is it possible to use popular frameworks like Keras or Tensorflow by using Graphene-sgx ? Or dlib since it is a native C++ library ? Or should I implement my own algorithms ?

Thanks in advance and have a good day,

JPablo

Hi：

you_w_ — Mon, 19 Mar 2018 03:46:37 GMT

Hi：

You can refer to rust sgx sdk which has a meachine learning library.

Regards You

Update: Today we released

yu_d_ — Wed, 15 May 2019 06:46:22 GMT

Update: Today we released gbdt-rs at https://github.com/mesalock-linux/gbdt-rs . It works well in SGX can directly inference by using a model exported by xgboost. Its paper is accepted at IEEE S&P 2019

Poster: gbdt-rs: Fast and Trustworthy Gradient Boosting Decision Tree
Tianyi Li (Peking University); Tongxin Li, Yu Ding, Yulong Zhang, and Tao Wei (Baidu X-Lab); Xinhui Han (Peking University)