Yingjie Lao

Towards Class-Oriented Poisoning Attacks Against Neural Networks

2022 · 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Poisoning attacks on machine learning systems compromise the model performance by deliberately injecting malicious samples in the training dataset to influence the training process. Prior works focus on either availability attacks (i.e., lowering the overall …

Integral Sampler and Polynomial Multiplication Architecture for Lattice-based Cryptography

2022

With the surge of the powerful quantum computer, lattice-based cryptography proliferated the latest cryptography hardware implementation due to its resistance against quantum computers. Among the computational blocks of lattice-based cryptography, the random errors produced by …