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Software Testing for Machine Learning


Apr 30, 2022
Dusica Marijan, Arnaud Gotlieb

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* Proceedings of the AAAI Conference on Artificial Intelligence, 34(09), 13576-13582 (2020) 

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Industry-Academia Research Collaboration in Software Engineering: The Certus Model


Apr 23, 2022
Dusica Marijan, Arnaud Gotlieb

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* Information and Software Technology, Volume 132, 2021, 106473, ISSN 0950-5849 

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Testing Deep Learning Models: A First Comparative Study of Multiple Testing Techniques


Feb 24, 2022
Mohit Kumar Ahuja, Arnaud Gotlieb, Helge Spieker

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* Artificial Intelligence in Software Testing 2022 workshop @ ICST 2022 

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Solve Optimization Problems with Unknown Constraint Networks


Nov 23, 2021
Mohamed-Bachir Belaid, Arnaud Gotlieb, Nadjib Lazaar

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Predictive Machine Learning of Objective Boundaries for Solving COPs


Nov 04, 2021
Helge Spieker, Arnaud Gotlieb

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* AI 2021, 2, 527-551 

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Opening the Software Engineering Toolbox for the Assessment of Trustworthy AI


Jul 14, 2020
Mohit Kumar Ahuja, Mohamed-Bachir Belaid, Pierre Bernabé, Mathieu Collet, Arnaud Gotlieb, Chhagan Lal, Dusica Marijan, Sagar Sen, Aizaz Sharif, Helge Spieker

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* 1st International Workshop on New Foundations for Human-Centered AI @ ECAI 2020 

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Learning Objective Boundaries for Constraint Optimization Problems


Jun 20, 2020
Helge Spieker, Arnaud Gotlieb

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* The 6th International Conference on machine Learning, Optimization and Data science - LOD 2020 

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Time-aware Test Case Execution Scheduling for Cyber-Physical Systems


Feb 12, 2019
Morten Mossige, Arnaud Gotlieb, Helge Spieker, Hein Meling, Mats Carlsson

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* In: Beck J. (eds) Principles and Practice of Constraint Programming. CP 2017. Lecture Notes in Computer Science, vol 10416. Springer, Cham 
* Published in the 23rd International Conference on Principles and Practice of Constraint Programming (CP 2017) 

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Towards Testing of Deep Learning Systems with Training Set Reduction


Jan 14, 2019
Helge Spieker, Arnaud Gotlieb

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Reinforcement Learning for Automatic Test Case Prioritization and Selection in Continuous Integration


Nov 09, 2018
Helge Spieker, Arnaud Gotlieb, Dusica Marijan, Morten Mossige

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* Spieker, H., Gotlieb, A., Marijan, D., & Mossige, M. (2017). Reinforcement Learning for Automatic Test Case Prioritization and Selection in Continuous Integration. In Proceedings of 26th International Symposium on Software Testing and Analysis (ISSTA'17) (pp. 12--22). ACM 

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