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@article{aalailaChaoticAndComplexDynamics2026,
 author = {Yahya Aalaila and Gerrit Großmann and Sumantrak Mukherjee and Jonas Wahl and Sebastian Vollmer},
 doi = {10.1038/s41598-026-52349-2},
 journal = {Scientific Reports (Sci Rep)},
 month = {6},
 number = {1},
 pages = {1-14},
 publisher = {Springer Nature},
 title = {Chaotic and complex dynamics expose the limits of counterfactual reasoning},
 url = {https://www.nature.com/articles/s41598-026-52349-2},
 volume = {16},
 year = {2026}
}

@inbook{liEnhancingGNNsWithArchitectureAgnostic2024,
 author = {Zhifei Li and Gerrit Großmann and Verena Wolf},
 booktitle = {Hocine Cherifi; Murat Donduran; Luis M. Rocha; Chantal Cherifi; Onur Varol;: International Conference on Complex Networks and Their Applications},
 pages = {183-194},
 publisher = {Springer Nature Switzerland},
 title = {Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis},
 url = {https://arxiv.org/pdf/2410.08759},
 year = {2024}
}

@article{backenkohlerTeachOpenCADDGoesDeepLearning2023,
 author = {Michael Backenköhler and Paula Linh Kramer and Joschka Groß and Gerrit Großmann and Roman Joeres and Azat Tagirdzhanov and Dominique Sydow and Hamza Ibrahim and Floriane Odje and Verena Wolf and Andrea Volkamer},
 doi = {10.26434/chemrxiv-2023-kz1pb},
 journal = {ChemRxiv},
 month = {5},
 pages = {---},
 publisher = {ChemRxiv.org},
 title = {TeachOpenCADD goes Deep Learning: Open-source Teaching Platform Exploring Molecular DL Applications},
 url = {https://doi.org/10.26434/chemrxiv-2023-kz1pb},
 volume = {ChemRxiv Online},
 year = {2023}
}

@article{grossmannUnsupervisedRelationalInferenceUsing2023,
 author = {Gerrit Großmann and Julian Zimmerlin and Michael Backenköhler and Verena Wolf},
 doi = {10.1007/s41109-023-00542-x},
 journal = {Applied Network Science},
 month = {4},
 number = {18},
 pages = {1-21},
 publisher = {Springer},
 title = {Unsupervised relational inference using masked reconstruction},
 url = {https://appliednetsci.springeropen.com/articles/10.1007/s41109-023-00542-x},
 volume = {8},
 year = {2023}
}

@article{grossmannHeterogeneityMattersContactStructure2021,
 author = {Gerrit Großmann and Michael Backenköhler and Verena Wolf},
 doi = {10.1371/journal.pone.0250050},
 editor = {Vygintas Gontis},
 journal = {PLOS One},
 month = {7},
 number = {7},
 pages = {1-19},
 publisher = {Public Library of Science},
 title = {Heterogeneity matters: Contact structure and individual variation shape epidemic dynamics},
 volume = {16},
 year = {2021}
}

@inproceedings{grossmannEpidemicOverdispersionStrengthensThe2021,
 author = {Gerrit Großmann and Michael Backenköhler and Verena Wolf},
 booktitle = {HSCC '21: Proceedings of the 24th International Conference on Hybrid Systems: Computation and Control. ACM International Conference on Hybrid Systems: Computation and Control (HSCC-2021), May 19-21, Nashville,, Tennesse, USA},
 doi = {10.1145/3447928.3457209},
 isbn = {978-1-4503-8339-4},
 month = {5},
 pages = {1-3},
 publisher = {ACM, New York, NY},
 title = {Epidemic overdispersion strengthens the effectiveness of mobility restrictions},
 year = {2021}
}

@inproceedings{backenkohlerAnalysisOfMarkovJump2021,
 author = {Michael Backenköhler and Luca Bortolussi and Gerrit Großmann and Verena Wolf},
 booktitle = {Tools and Algorithms for the Construction and Analysis of Systems. International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS-2021), 27th International Conference, TACAS 2021, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2021, March 27 - April 1, Luxembourg City, Luxembourg},
 doi = {10.1007/978-3-030-72016-2_12},
 edition = {1st},
 editor = {Jan Friso Groote and Kim Guldstrand Larsen and },
 isbn = {978-3-030-72016-2},
 month = {3},
 pages = {210-229},
 publisher = {Springer, Switzerland},
 title = {Analysis of Markov jump processes under terminal constraints},
 volume = {12651},
 year = {2021}
}

@inproceedings{backenkohlerAbstractionGuidedTruncationsForStationary2021,
 address = {Cham},
 author = {Backenköhler, Michael and Bortolussi, Luca and Großmann, Gerrit and Wolf, Verena},
 booktitle = {Quantitative Evaluation of Systems},
 editor = {Abate, Alessandro and Marin, Andrea},
 isbn = {978-3-030-85172-9},
 pages = {351--371},
 publisher = {Springer International Publishing},
 title = {Abstraction-Guided Truncations for Stationary Distributions of Markov Population Models},
 year = {2021}
}

@inproceedings{grossmannLearningVaccineAllocationFrom2020,
 author = {Gerrit Großmann and Michael Backenköhler and Jonas Klesen and Verena Wolf},
 booktitle = {Complex Networks & Their Applications IX. International Conference on Complex Networks and their Applications (COMPLEX NETWORKS-2020), Proceedings of the Ninth International Conference on Complex Networks and Their Applications, December 1-3, Madrid, Spain},
 doi = {10.1007/978-3-030-65347-7_36},
 editor = {Rosa M. Benito and Chantal Cherifi and Hocine Cherifi and Esteban Moro and Luis Aurelio Rocha and Marta Sales-Pardo},
 isbn = {9783030653477},
 month = {12},
 pages = {432-443},
 publisher = {Springer International Publishing, Switzerland},
 title = {Learning Vaccine Allocation from Simulations},
 volume = {1},
 year = {2020}
}

@article{grossmannEfficientSimulationOfNonMarkovian2020,
 author = {Gerrit Großmann and Luca Bortolussi and Verena Wolf},
 doi = {10.1371/journal.pone.0241394},
 editor = {Hocine Cherifi},
 journal = {PLOS ONE},
 month = {10},
 number = {10},
 pages = {1-18},
 publisher = {PLOS ONE},
 title = {Efficient simulation of non-Markovian dynamics on complex networks},
 volume = {15},
 year = {2020}
}

@inproceedings{grossmannImportanceOfInteractionStructure2020,
 author = {Gerrit Großmann and Michael Backenköhler and Verena Wolf},
 booktitle = {Quantitative Evaluation of Systems. International Conference on Quantitative Evaluation of Systems (QEST-2020), 17th International Conference, QEST 2020, October 31 - September 1, Vienna, Austria},
 doi = {10.1007/978-3-030-59854-9_16},
 edition = {1st},
 editor = {Marco Gribaudo and David N. Jansen and Anne Remke},
 isbn = {9783030598549},
 month = {9},
 pages = {211-229},
 publisher = {Springer International Publishing, Switzerland},
 title = {Importance of Interaction Structure and Stochasticity for Epidemic Spreading: A COVID-19 Case Study},
 volume = {12289},
 year = {2020}
}

@inproceedings{grossmannRejectionBasedSimulationOfNonMarkovian2020,
 address = {Cham},
 author = {Großmann, Gerrit and Bortolussi, Luca and Wolf, Verena},
 booktitle = {Complex Networks and Their Applications VIII},
 editor = {Cherifi, Hocine and Gaito, Sabrina and Mendes, José Fernendo and Moro, Esteban and Rocha, Luis Mateus},
 isbn = {978-3-030-36687-2},
 pages = {349--361},
 publisher = {Springer International Publishing},
 title = {Rejection-Based Simulation of Non-Markovian Agents on Complex Networks},
 year = {2020}
}

@inproceedings{grossmannRejectionBasedSimulationOfStochastic2019,
 author = {Gerrit Großmann and Verena Wolf},
 booktitle = {Hybrid Systems Biology - 6th International Workshop, Revised Selected Papers. International Workshop on Hybrid Systems Biology (HSB-2019), April 6-7, Prague, Czech Republic},
 doi = {10.1007/978-3-030-28042-0_5},
 editor = {Milan Češka and Nicola Paoletti},
 isbn = {978-3-030-28041-3},
 month = {8},
 pages = {63-79},
 publisher = {Springer Nature},
 series = {Lecture Notes in Bioinformatics, LNBI},
 title = {Rejection-Based Simulation of Stochastic Spreading Processes on Complex},
 volume = {11705},
 year = {2019}
}

@inproceedings{grossmannReducingSpreadingProcessesOn2019,
 address = {Cham},
 author = {Großmann, Gerrit and Bortolussi, Luca},
 booktitle = {Quantitative Evaluation of Systems},
 editor = {Parker, David and Wolf, Verena},
 isbn = {978-3-030-30281-8},
 pages = {292--309},
 publisher = {Springer International Publishing},
 title = {Reducing Spreading Processes on Networks to Markov Population Models},
 year = {2019}
}

@inproceedings{grossmannLumpingTheApproximateMaster2018,
 address = {Cham},
 author = {Großmann, Gerrit and Kyriakopoulos, Charalampos and Bortolussi, Luca and Wolf, Verena},
 booktitle = {Quantitative Evaluation of Systems},
 editor = {McIver, Annabelle and Horvath, Andras},
 isbn = {978-3-319-99154-2},
 pages = {157--172},
 publisher = {Springer International Publishing},
 title = {Lumping the Approximate Master Equation for Multistate Processes on Complex Networks},
 year = {2018}
}