6 citations · 20 across the 11 of their papers we have counts for
5 papers · 1 filter
Automated Side Channel Analysis of Media Software with Manifold Learning
Yuanyuan Yuan, Qi Pang, Shuai Wang
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 explo…
MDPFuzz: Testing Models Solving Markov Decision Processes
Qi Pang, Yuanyuan Yuan, Shuai Wang
The Markov decision process (MDP) provides a mathematical framework for modeling sequential decision-making problems, many of which are crucial to security and safety, such as auto…
Provably Valid and Diverse Mutations of Real-World Media Data for DNN Testing
Yuanyuan Yuan, Qi Pang, Shuai Wang
Deep neural networks (DNNs) often accept high-dimensional media data (e.g., photos, text, and audio) and understand their perceptual content (e.g., a cat). To test DNNs, diverse in…
Revisiting Neuron Coverage for DNN Testing: A Layer-Wise and Distribution-Aware Criterion
Yuanyuan Yuan, Qi Pang, Shuai Wang
Various deep neural network (DNN) coverage criteria have been proposed to assess DNN test inputs and steer input mutations. The coverage is characterized via neurons having certain…
FED-: Privacy Preserving Federated Correlation Test
Lun Wang, Qi Pang, Shuai Wang +1
In this paper, we propose the first secure federated -test protocol Fed-. To minimize both the privacy leakage and the communication cost, we recast -test to the sec…