Maximilian Weininger
9 Publications
2025 | Published | Conference Paper | IST-REx-ID: 19375 |

1–2–3–Go! Policy synthesis for parameterized Markov decision processes via decision-tree learning and generalization
M. Azeem, D. Chakraborty, S. Kanav, J. Kretinsky, M. Mohagheghi, S. Mohr, M. Weininger, in:, 26th International Conference on Verification, Model Checking, and Abstract Interpretation, Springer Nature, 2025, pp. 97–120.
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M. Azeem, D. Chakraborty, S. Kanav, J. Kretinsky, M. Mohagheghi, S. Mohr, M. Weininger, in:, 26th International Conference on Verification, Model Checking, and Abstract Interpretation, Springer Nature, 2025, pp. 97–120.
2025 | Published | Conference Paper | IST-REx-ID: 19743 |

Fixed point certificates for reachability and expected rewards in MDPs
K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 130–151.
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K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 130–151.
2025 | Published | Conference Paper | IST-REx-ID: 19742 |

Sound statistical model checking for probabilities and expected rewards
C.E. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 167–190.
[Published Version]
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C.E. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 167–190.
2025 | Research Data Reference | IST-REx-ID: 19771 |

Artifact: Fixed point certificates for reachability and expected rewards in MDPs
K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, (2025).
[Published Version]
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K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, (2025).
2025 | Research Data Reference | IST-REx-ID: 19769 |

Sound statistical model checking for probabilities and expected rewards (experimental reproduction package)
C. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, (2025).
[Published Version]
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C. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, (2025).
2025 | Published | Conference Paper | IST-REx-ID: 19666 |

Solving robust Markov decision processes: Generic, reliable, efficient
T. Meggendorfer, M. Weininger, P. Wienhöft, in:, Proceedings of the AAAI Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence, 2025, pp. 26631–26641.
[Preprint]
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T. Meggendorfer, M. Weininger, P. Wienhöft, in:, Proceedings of the AAAI Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence, 2025, pp. 26631–26641.
2024 | Published | Conference Paper | IST-REx-ID: 17402 |

Playing games with your PET: Extending the Partial Exploration Tool to stochastic games
T. Meggendorfer, M. Weininger, in:, 36th International Conference on Computer Aided Verification, Springer Nature, 2024, pp. 359–372.
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T. Meggendorfer, M. Weininger, in:, 36th International Conference on Computer Aided Verification, Springer Nature, 2024, pp. 359–372.
2024 | Published | Conference Paper | IST-REx-ID: 18600 |

Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition Report
Andriushchenko R, Bork A, Budde CE, Češka M, Grover K, Hahn EM, Hartmanns A, Israelsen B, Jansen N, Jeppson J, Junges S, Köhl MA, Könighofer B, Kretinsky J, Meggendorfer T, Parker D, Pranger S, Quatmann T, Ruijters E, Taylor L, Volk M, Weininger M, Zhang Z. 2024. Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition Report. TOOLympics Challenge 2023. , LNCS, vol. 14550, 90–146.
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Andriushchenko R, Bork A, Budde CE, Češka M, Grover K, Hahn EM, Hartmanns A, Israelsen B, Jansen N, Jeppson J, Junges S, Köhl MA, Könighofer B, Kretinsky J, Meggendorfer T, Parker D, Pranger S, Quatmann T, Ruijters E, Taylor L, Volk M, Weininger M, Zhang Z. 2024. Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition Report. TOOLympics Challenge 2023. , LNCS, vol. 14550, 90–146.
2023 | Published | Conference Paper | IST-REx-ID: 13967 |

Stopping criteria for value iteration on stochastic games with quantitative objectives
J. Kretinsky, T. Meggendorfer, M. Weininger, in:, 38th Annual ACM/IEEE Symposium on Logic in Computer Science, Institute of Electrical and Electronics Engineers, 2023.
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J. Kretinsky, T. Meggendorfer, M. Weininger, in:, 38th Annual ACM/IEEE Symposium on Logic in Computer Science, Institute of Electrical and Electronics Engineers, 2023.
Grants
9 Publications
2025 | Published | Conference Paper | IST-REx-ID: 19375 |

1–2–3–Go! Policy synthesis for parameterized Markov decision processes via decision-tree learning and generalization
M. Azeem, D. Chakraborty, S. Kanav, J. Kretinsky, M. Mohagheghi, S. Mohr, M. Weininger, in:, 26th International Conference on Verification, Model Checking, and Abstract Interpretation, Springer Nature, 2025, pp. 97–120.
[Preprint]
View
| DOI
| Download Preprint (ext.)
| arXiv
M. Azeem, D. Chakraborty, S. Kanav, J. Kretinsky, M. Mohagheghi, S. Mohr, M. Weininger, in:, 26th International Conference on Verification, Model Checking, and Abstract Interpretation, Springer Nature, 2025, pp. 97–120.
2025 | Published | Conference Paper | IST-REx-ID: 19743 |

Fixed point certificates for reachability and expected rewards in MDPs
K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 130–151.
[Published Version]
View
| Files available
| DOI
| arXiv
K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 130–151.
2025 | Published | Conference Paper | IST-REx-ID: 19742 |

Sound statistical model checking for probabilities and expected rewards
C.E. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 167–190.
[Published Version]
View
| Files available
| DOI
| arXiv
C.E. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, in:, 31st International Conference on Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2025, pp. 167–190.
2025 | Research Data Reference | IST-REx-ID: 19771 |

Artifact: Fixed point certificates for reachability and expected rewards in MDPs
K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, (2025).
[Published Version]
View
| Files available
| DOI
| Download Published Version (ext.)
K. Chatterjee, T. Quatmann, M. Schäffeler, M. Weininger, T. Winkler, D. Zilken, (2025).
2025 | Research Data Reference | IST-REx-ID: 19769 |

Sound statistical model checking for probabilities and expected rewards (experimental reproduction package)
C. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, (2025).
[Published Version]
View
| Files available
| DOI
| Download Published Version (ext.)
C. Budde, A. Hartmanns, T. Meggendorfer, M. Weininger, P. Wienhöft, (2025).
2025 | Published | Conference Paper | IST-REx-ID: 19666 |

Solving robust Markov decision processes: Generic, reliable, efficient
T. Meggendorfer, M. Weininger, P. Wienhöft, in:, Proceedings of the AAAI Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence, 2025, pp. 26631–26641.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
T. Meggendorfer, M. Weininger, P. Wienhöft, in:, Proceedings of the AAAI Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence, 2025, pp. 26631–26641.
2024 | Published | Conference Paper | IST-REx-ID: 17402 |

Playing games with your PET: Extending the Partial Exploration Tool to stochastic games
T. Meggendorfer, M. Weininger, in:, 36th International Conference on Computer Aided Verification, Springer Nature, 2024, pp. 359–372.
[Published Version]
View
| Files available
| DOI
| arXiv
T. Meggendorfer, M. Weininger, in:, 36th International Conference on Computer Aided Verification, Springer Nature, 2024, pp. 359–372.
2024 | Published | Conference Paper | IST-REx-ID: 18600 |

Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition Report
Andriushchenko R, Bork A, Budde CE, Češka M, Grover K, Hahn EM, Hartmanns A, Israelsen B, Jansen N, Jeppson J, Junges S, Köhl MA, Könighofer B, Kretinsky J, Meggendorfer T, Parker D, Pranger S, Quatmann T, Ruijters E, Taylor L, Volk M, Weininger M, Zhang Z. 2024. Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition Report. TOOLympics Challenge 2023. , LNCS, vol. 14550, 90–146.
[Preprint]
View
| DOI
| Download Preprint (ext.)
| arXiv
Andriushchenko R, Bork A, Budde CE, Češka M, Grover K, Hahn EM, Hartmanns A, Israelsen B, Jansen N, Jeppson J, Junges S, Köhl MA, Könighofer B, Kretinsky J, Meggendorfer T, Parker D, Pranger S, Quatmann T, Ruijters E, Taylor L, Volk M, Weininger M, Zhang Z. 2024. Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition Report. TOOLympics Challenge 2023. , LNCS, vol. 14550, 90–146.
2023 | Published | Conference Paper | IST-REx-ID: 13967 |

Stopping criteria for value iteration on stochastic games with quantitative objectives
J. Kretinsky, T. Meggendorfer, M. Weininger, in:, 38th Annual ACM/IEEE Symposium on Logic in Computer Science, Institute of Electrical and Electronics Engineers, 2023.
[Preprint]
View
| DOI
| Download Preprint (ext.)
| WoS
| arXiv
J. Kretinsky, T. Meggendorfer, M. Weininger, in:, 38th Annual ACM/IEEE Symposium on Logic in Computer Science, Institute of Electrical and Electronics Engineers, 2023.