Search Results - "Haq, Fitash Ul"

Many-Objective Reinforcement Learning for Online Testing of DNN-Enabled Systems by Ul Haq, Fitash, Shin, Donghwan, Briand, Lionel C.

“…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…”
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Efficient Online Testing for DNN-Enabled Systems using Surrogate-Assisted and Many-Objective Optimization by Haq, Fitash Ul, Shin, Donghwan, Briand, Lionel

“…With the recent advances of Deep Neural Networks (DNNs) in real-world applications, such as Automated Driving Systems (ADS) for self-driving cars, ensuring the…”
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Can Offline Testing of Deep Neural Networks Replace Their Online Testing?: A Case Study of Automated Driving Systems by Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel

“…We distinguish two general modes of testing for Deep Neural Networks (DNNs): Offline testing where DNNs are tested as individual units based on test datasets…”
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Comparing Offline and Online Testing of Deep Neural Networks: An Autonomous Car Case Study by Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel C.

“…There is a growing body of research on developing testing techniques for Deep Neural Networks (DNNs). We distinguish two general modes of testing for DNNs:…”
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Building BESSER: an open-source low-code platform by Alfonso, Iván, Conrardy, Aaron, Sulejmani, Armen, Nirumand, Atefeh, Haq, Fitash Ul, Gomez-Vazquez, Marcos, Sottet, Jean-Sébastien, Cabot, Jordi

“…Low-code platforms (latest reincarnation of the long tradition of model-driven engineering approaches) have the potential of saving us countless hours of…”
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Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Objective Search (Experience Paper) by Haq, Fitash Ul, Shin, Donghwan, Briand, Lionel C, Stifter, Thomas, Wang, Jun

“…Automatically detecting the positions of key-points (e.g., facial key-points or finger key-points) in an image is an essential problem in many applications,…”
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Can Offline Testing of Deep Neural Networks Replace Their Online Testing? by Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel

“…Empir Software Eng 26, 90 (2021) We distinguish two general modes of testing for Deep Neural Networks (DNNs): Offline testing where DNNs are tested as…”
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Comparing Offline and Online Testing of Deep Neural Networks: An Autonomous Car Case Study by Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel

“…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:…”
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Correction to: Can Offline Testing of Deep Neural Networks Replace Their Online Testing? by Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel

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Can Offline Testing of Deep Neural Networks Replace Their Online Testing? by Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel

“…We distinguish two general modes of testing for Deep Neural Networks (DNNs): Offline testing where DNNs are tested as individual units based on test datasets…”
Get full text

Many-Objective Reinforcement Learning for Online Testing of DNN-Enabled Systems by Haq, Fitash Ul, Shin, Donghwan, Briand, Lionel

“…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…”
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Message from the QuaLAS Workshop Chairs

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A Model-Based Testing Approach for Cockpit Display Systems of Avionics by Iqbal, Muhammad Zohaib, Sartaj, Hassan, Khan, Muhammad Uzair, Ul Haq, Fitash, Qaisar, Ifrah

“…Avionics are highly critical systems that require extensive testing governed by international safety standards. Cockpit Display Systems (CDS) are an essential…”
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