Model-based testing IoT communication via active automata learning M Tappler, BK Aichernig, R Bloem 2017 IEEE International Conference on Software Testing, Verification and …, 2017 | 124 | 2017 |
AALpy: An Active Automata Learning Library E Muškardin, BK Aichernig, I Pill, A Pferscher, M Tappler International Symposium on Automated Technology for Verification and …, 2021 | 74 | 2021 |
Model learning and model-based testing BK Aichernig, W Mostowski, MR Mousavi, M Tappler, M Taromirad Machine Learning for Dynamic Software Analysis: Potentials and Limits …, 2018 | 60 | 2018 |
Time to Learn–Learning Timed Automata from Tests M Tappler, BK Aichernig, KG Larsen, F Lorber International Conference on Formal Modeling and Analysis of Timed Systems …, 2019 | 42 | 2019 |
From passive to active: learning timed automata efficiently BK Aichernig, A Pferscher, M Tappler NASA Formal Methods: 12th International Symposium, NFM 2020, Moffett Field …, 2020 | 38 | 2020 |
-Based Learning of Markov Decision Processes M Tappler, BK Aichernig, G Bacci, M Eichlseder, KG Larsen Formal Methods–The Next 30 Years: Third World Congress, FM 2019, Porto …, 2019 | 36 | 2019 |
DEPENDABLE INTERNET OF THINGS FOR NETWORKED CARS B Großwindhager, A Rupp, M Tappler, M Tranninger, S Weiser, ... International Journal of Computing 16 (4), 226-237, 2017 | 29 | 2017 |
Adaptive shielding under uncertainty S Pranger, B Könighofer, M Tappler, M Deixelberger, N Jansen, R Bloem 2021 American Control Conference (ACC), 3467-3474, 2021 | 27 | 2021 |
Learning a behavior model of hybrid systems through combining model-based testing and machine learning BK Aichernig, R Bloem, M Ebrahimi, M Horn, F Pernkopf, W Roth, A Rupp, ... Testing Software and Systems: 31st IFIP WG 6.1 International Conference …, 2019 | 26 | 2019 |
Search-Based Testing of Reinforcement Learning M Tappler, FC Córdoba, BK Aichernig, B Könighofer arXiv preprint arXiv:2205.04887, 2022 | 24 | 2022 |
Online shielding for reinforcement learning B Könighofer, J Rudolf, A Palmisano, M Tappler, R Bloem Innovations in Systems and Software Engineering 19 (4), 379-394, 2023 | 23 | 2023 |
L*-Based Learning of Markov Decision Processes (Extended Version) M Tappler, BK Aichernig, G Bacci, M Eichlseder, KG Larsen Formal Aspects of Computing, 2021 | 23 | 2021 |
Efficient active automata learning via mutation testing BK Aichernig, M Tappler Journal of Automated Reasoning 63 (4), 1103-1134, 2019 | 22 | 2019 |
Online shielding for stochastic systems B Könighofer, J Rudolf, A Palmisano, M Tappler, R Bloem NASA Formal Methods: 13th International Symposium, NFM 2021, Virtual Event …, 2021 | 19 | 2021 |
Probabilistic black-box reachability checking (extended version) BK Aichernig, M Tappler Formal methods in system design 54 (3), 416-448, 2019 | 19 | 2019 |
Learning from Faults: Mutation Testing in Active Automata Learning BK Aichernig, M Tappler NASA Formal Methods Symposium, 19-34, 2017 | 19 | 2017 |
Active model learning of stochastic reactive systems M Tappler, E Muškardin, BK Aichernig, I Pill Software Engineering and Formal Methods: 19th International Conference, SEFM …, 2021 | 16 | 2021 |
Learning Finite State Models from Recurrent Neural Networks E Muˇskardin, M Tappler Integrated Formal Methods: 17th International Conference, IFM 2022, Lugano …, 0 | 16* | |
Symbolic input-output conformance checking for model-based mutation testing BK Aichernig, M Tappler Electronic Notes in Theoretical Computer Science 320, 3-19, 2016 | 14 | 2016 |
Timed Automata Learning via SMT Solving M Tappler, BK Aichernig, F Lorber NASA Formal Methods: 14th International Symposium, NFM 2022, Pasadena, CA …, 2022 | 13 | 2022 |