57 citations · 84 across the 9 of their papers we have counts for
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cs.LG2022
Many-Objective Reinforcement Learning for Online Testing of DNN-Enabled Systems
Fitash Ul Haq, Donghwan Shin, Lionel Briand
Deep Neural Networks (DNNs) have been widely used to perform real-world tasks in cyber-physical systems such as Autonomous Driving Systems (ADS). Ensuring the correct behavior of s…
cs.LG2019★ 57 cited
Comparing Offline and Online Testing of Deep Neural Networks: An Autonomous Car Case Study
Fitash Ul Haq, Donghwan Shin, Shiva Nejati +1
There is a growing body of research on developing testing techniques for Deep Neural Networks (DNN). We distinguish two general modes of testing for DNNs: Offline testing where DNN…