6 citations · 21 across the 12 of their papers we have counts for
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cs.SE2022★ 2 cited
Unveiling Hidden DNN Defects with Decision-Based Metamorphic Testing
Yuanyuan Yuan, Qi Pang, Shuai Wang
Contemporary DNN testing works are frequently conducted using metamorphic testing (MT). In general, de facto MT frameworks mutate DNN input images using semantics-preserving mutati…
cs.SE2021
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…