Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.”https://doi.org/10.5281/zenodo.8068510__In On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023.https://doi.org/10.5281/zenodo.8068510 .

Sharma, Arnab, Vitaly Melnikov, Eyke Hüllermeier, and Heike Wehrheim. “Property-Driven Testing of Black-Box Functions.” In Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), 113–23. IEEE, 2022.

Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR abs/2105.00741 (2021).

Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” In Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, n.d.

Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning Models.” In Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS). LNCS. Springer, n.d.

Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” CoRR abs/2002.12278 (2020).

Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models.” In Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA). ACM, n.d.

Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” In 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), 116--124. Washington, DC, USA: IFIP, 2019.

Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In Proceedings of the Software Engineering Conference (SE), P-292:157–58. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI), 2019.

Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms for Balanced Data Usage.” In IEEE International Conference on Software Testing, Verification and Validation (ICST), 125--135. Xi’an, China: IEEE, 2019.

Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.”https://doi.org/10.18420/se2019-48__In Software Engineering and Software Management, SE/SWM 2019, Stuttgart, Germany, February 18-22, 2019, edited by Steffen Becker, Ivan Bogicevic, Georg Herzwurm, and Stefan Wagner, P-292:157–58. LNI. GI, 2019.https://doi.org/10.18420/se2019-48 .