Yuanyuan Yuan

Automated Side Channel Analysis of Media Software with Manifold Learning

2021 · arXiv (Cornell University)

The prosperous development of cloud computing and machine learning as a service has led to the widespread use of media software to process confidential media data. This paper explores an adversary's ability to launch side …

Precise and Generalized Robustness Certification for Neural Networks

2023 · arXiv (Cornell University)

The objective of neural network (NN) robustness certification is to determine if a NN changes its predictions when mutations are made to its inputs. While most certification research studies pixel-level or a few geometrical-level and …