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 author = {Groß, Joschka and Backenköhler, Michael and Volkamer, Andrea},
 doi = {10.1039/D6DD00472E},
 eprint = {https://pubs.rsc.org/dd/article-pdf/doi/10.1039/D6DD00472E/15052126/d6dd00472e.pdf},
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 journal = {Digital Discovery},
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 title = {Assay-Based Machine Learning: Rethinking Evaluation in Drug Discovery},
 url = {https://doi.org/10.1039/D6DD00472E},
 year = {2026}
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@article{aalailaChaoticAndComplexDynamics2026,
 author = {Yahya Aalaila and Gerrit Großmann and Sumantrak Mukherjee and Jonas Wahl and Sebastian Vollmer},
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 journal = {Scientific Reports (Sci Rep)},
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 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}
}

@article{grossEvaluationBeyondGoodnessOf2026,
 author = {Joschka Groß and Michael Backenköhler and Paula Linh Kramer and Raquel López-Ríos De Castro and Guillermo Pérez-Hernández and Verena Wolf and Andrea Volkamer},
 doi = {10.1016/j.ailsci.2026.100169},
 journal = {Artificial Intelligence in the Life Sciences (AILSCI)},
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 number = {article 100169},
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 publisher = {Elsevier},
 title = {Evaluation beyond goodness of fit: Quantifying biophysical alignment of AI models for kinase-centric drug discovery},
 url = {https://www.sciencedirect.com/science/article/pii/S2667318526000176?via%3Dihub},
 volume = {9},
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@article{reiterCausalInferenceOnProcess2026,
 author = {Nicolas-Domenic Reiter and Jonas Wahl and Andreas Gerhardus and Jakob Runge},
 doi = {10.3150/25-BEJ1909},
 journal = {Bernoulli},
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 number = {2},
 pages = {1356-1382},
 publisher = {Bernoulli Society for Mathematical Statistics and Probability},
 title = {Causal inference on process graphs: Causal structure and effect identification},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16775_casual_inference_on_process_graphs.pdf},
 volume = {32},
 year = {2026}
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@article{linhkramerCustomkinfraglibFilteringTheKinaseFocused2026,
 author = {Linh Kramer, Paula and Buchthal, Katharina and Sydow, Dominique and Sonja Leo, Katharina and Volkamer, Andrea},
 doi = {10.1021/acsomega.5c12231},
 eprint = {https://pubs.acs.org/acsodf/article-pdf/11/10/16369/63264601/ao5c12231.pdf},
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 journal = {ACS omega},
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 publisher = {ACS Publications},
 title = {Customkinfraglib: Filtering the kinase-focused fragmentation library},
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 year = {2026}
}

@article{grossBCosGNNsFaithfulExplanations2026,
 author = {Groß, Joschka and Solanki, Mohammad Shaique and Wolf, Verena},
 journal = {arXiv preprint arXiv:2605.19778},
 title = {B-cos GNNs: Faithful Explanations through Dynamic Linearity},
 year = {2026}
}

@article{meyerPGTGProcedurallyGeneratedGridBased2026,
 author = {Joshua Meyer and Felix Maurice Kuntz and Verena Wolf and Jörg Hoffmann and Timo P. Gros},
 journal = {Reinforcement Learning Journal},
 pages = {},
 title = {PGTG: Procedurally Generated Grid-Based Traffic Gym},
 url = {https://rlj.cs.umass.edu/2026/papers/Paper32.pdf},
 volume = {7},
 year = {2026}
}

@article{meinelWhatAreAISystems2026,
 author = {Philip Meinel and Kevin Baum and Holger Hermanns and Emily Pöppelmann and Markus Langer and Anne Lauber-Ronsberg},
 doi = {10.1016/j.clsr.2026.106373},
 journal = {Computer Law & Security Review},
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 pages = {1-12},
 publisher = {Elsevier},
 title = {What are AI systems? Rethinking the core definition in the EU AI Act},
 url = {https://www.sciencedirect.com/science/article/pii/S2212473X26001148},
 volume = {62},
 year = {2026}
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@article{castroTheJourneyOfData2025,
 author = {Raquel López-Ríos de Castro and Jaime Rodríguez-Guerra and David Schaller and Talia K Kimber and Corey Taylor and Jessica B White and Michael Backenköhler and Joschka Groß and Alexander M Payne and Benjamin Kaminow and Ivan Pulido and Sukrit Singh and Paula Linh Kramer and Guilermo Pérez-Hernández and Andrea Volkamer and John D Chodera},
 doi = {10.33011/livecoms.6.1.3875},
 editor = {David L. Mobley and Michael R. Shirts and Daniel M. Zuckerman},
 journal = {Living Journal of Computational Molecular Science (LiveCoMS)},
 month = {11},
 number = {1},
 pages = {3875-3875},
 publisher = {University of Colorado Boulder, Boulder, Colorado, USA},
 title = {The Journey of Data: Lessons Learned in Modeling Kinase Affinity, Selectivity, and Resistance [Article v1. 0]},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16917_The_Journey_of_Data_Lessons_Learned_in_Modeling_Ki.pdf},
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@article{reinhardtOutcomesAddressedByWholeBody2025,
 author = {Svenja Reinhardt and Joshua Berger and Matthias Kohl and Simon von Stengel and Michael Uder and Wolfgang Kemmler},
 doi = {10.3390/sports13090302},
 journal = {Sports},
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 number = {302},
 pages = {1-25},
 publisher = {MDPI},
 title = {Outcomes Addressed by Whole-Body Electromyostimulation Trials in Sportspeople and Athletes—An Evidence Map Summarizing and Categorizing Current Findings},
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 volume = {13(9)},
 year = {2025}
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@article{lohseSortabilityOfTimeSeries2025,
 author = {Christopher Lohse and Jonas Wahl},
 editor = {Adam Arany},
 journal = {Transactions on Machine Learning Research (TMLR)},
 month = {7},
 pages = {---},
 publisher = {-},
 title = {Sortability of Time Series Data},
 url = {https://openreview.net/forum?id=OGvmCpcHdV},
 volume = {-},
 year = {2025}
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@article{beckerReferenceValuesForStatic2025,
 author = {Stephan Becker and Anna Thomas and Lilli Ulrich and Laura Becker and Carlo Dindorf and Joshua Berger and Michael Fröhlich},
 doi = {10.1186/s13102-025-01128-z},
 journal = {BMC Sports Science, Medicine and Rehabilitation},
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 number = {94},
 pages = {1-11},
 publisher = {BioMed Central},
 title = {Reference values for static posturography of sportive and healthy adults aged 18-30 years},
 url = {https://link.springer.com/article/10.1186/s13102-025-01128-z#citeas},
 volume = {17},
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@article{bergerInfluenceOfWBEMSOn2025,
 author = {Joshua Berger and Patrick Berndt and Christoph Eifler and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.55860/ULHO2155},
 journal = {Scientific Journal of Sport and Performance (SJSP)},
 month = {3},
 pages = {285-299},
 publisher = {Asociación Española de Análisis del Rendimiento Deportivo (AEAREDO)},
 title = {Influence of WB-EMS on strength endurance parameters and subjectively perceived back pain: A multicentre study},
 url = {https://sjsp.aearedo.es/index.php/sjsp/article/view/influence-wb-ems-strength-endurance-back-pain},
 volume = {4},
 year = {2025}
}

@article{araizaillanARoadmapForResponsible2025,
 author = {Dejanira Araiza-Illan and Kevin Baum and Helen Beebee and Raja Chatila and Sarah Moth-Lund Christensen and Simon Coghlan and Emily Collins and S.Kate Conroy and Alcino Cunha and Anna Dobrosovestnova and Hein Duijf and Vanessa Evers and Michael Fisher and Nico Hochgeschwender and Nadin Kökciyan and Séverin Lemaignan and Francisco Rodriguez-Lera and Sara Ljungblad and Martin Magnusson and Masoumeh Mansouri and Michael Milford and AJung Moon and Thomas M. Powers and Pericle Salvini and Teresa Scantamburlo and Nick Schuster and Marija Slavkovik and Ufuk Topcu and Daniel Vanegas and Andrzej Wasowski and Yi Yang},
 doi = {10.1109/MRA.2025.3620148},
 journal = {IEEE Robotics & Automation Magazine},
 number = {4},
 pages = {12-24},
 publisher = {IEEE},
 title = {A Roadmap for Responsible Robotics: Promoting Human Agency and Collaborative Efforts},
 url = {https://ieeexplore.ieee.org/abstract/document/11236462/authors#authors},
 volume = {32},
 year = {2025}
}

@article{schlickerHowDoWeAssess2025,
 author = {Nadine Schlicker and Kevin Baum and Alarith Ude and Sarah Sterz and Martin C. Hirsch and Markus Langer},
 editor = {Matthieu J. Guitton},
 journal = {Computers in Human Behavior},
 pages = {1-19},
 publisher = {Elsevier},
 title = {How do we assess the trustworthiness of AI? Introducing the trustworthiness assessment model (TrAM)},
 url = {https://www.sciencedirect.com/science/article/pii/S0747563225001189},
 volume = {170},
 year = {2025}
}

@article{barzEffectsOfASymptomTitrated2024,
 author = {Andreas Barz and Joshua Berger and Marco Speicher and Arne Morsch and Markus Wanjek and Jürgen Rissland and Johannes Jäger},
 doi = {10.1038/s41598-024-82584-4},
 journal = {Nature Scientific Reports (Sci Rep)},
 month = {12},
 number = {744},
 pages = {1-11},
 publisher = {Springer Nature},
 title = {Effects of a symptom-titrated exercise program on fatigue and quality of life in people with post-COVID condition–a randomized controlled trial},
 url = {https://www.nature.com/articles/s41598-024-82584-4#citeas},
 volume = {15},
 year = {2024}
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@article{langerEffectiveHumanOversightOf2024,
 author = {Markus Langer and Kevin Baum and Nadine Schlicker},
 doi = {10.1007/s11023-024-09701-0},
 journal = {Minds and Machines - Journal for Artificial Intelligence, Philosophy and Cognitive Science},
 month = {11},
 number = {1},
 pages = {1-30},
 publisher = {Springer Nature},
 title = {Effective Human Oversight of AI-Based Systems: A Signal Detection Perspective on the Detection of Inaccurate and Unfair Outputs},
 volume = {35},
 year = {2024}
}

@article{kemmlerResponseCommentaryRevisedContraindications2024,
 author = {Wolfgang Kemmler and Michael Fröhlich and Oliver Ludwig and Christoph Eifler and Joshua Berger and Florian Micke and Heinz Kleinöder and Bernd Wegener and Christoph Zinner and Frank C Mooren and Marc Teschler and Andre Filipovic and S Müller and K England and Jens Vatter and Sebastian Authenrieth and Matthias Kohl and Simon von Thaden},
 doi = {10.3389/fspor.2024.1473103},
 editor = {Alessandra Di Cagno},
 journal = {Frontiers in Sports and Active Living},
 month = {10},
 pages = {1473103},
 publisher = {Frontiers Media SA},
 title = {Response: Commentary: Revised contraindications for the use of non-medical WB-electromyostimulation. Evidence-based German consensus recommendations”},
 volume = {6},
 year = {2024}
}

@article{baumActingForTheRight2024,
 author = {Kevin Baum and Lisa Dargasz and Felix Jahn and Timo P. Gros and Verena Wolf},
 doi = {arXiv:2409.15014},
 journal = {ArXiv e-prints (arxiv)},
 month = {9},
 pages = {1-10},
 publisher = {arXiv},
 title = {Acting for the Right Reasons: Creating Reason-Sensitive Artificial Moral Agents},
 volume = {1},
 year = {2024}
}

@article{schneiderMotionPrimitivesAsThe2024,
 author = {Tristan Schneider and Matheus V. A. Pedrosa and Timo P. Gros and Verena Wolf and Kathrin Flaßkamp},
 doi = {10.1109/TITS.2024.3436530},
 journal = {IEEE Transactions on Intelligent Transportation Systems},
 month = {9},
 number = {11},
 pages = {17852-17864},
 publisher = {IEEE},
 title = {Motion Primitives as the Action Space of Deep Q-Learning for Planning in Autonomous Driving},
 volume = {25},
 year = {2024}
}

@article{dindorfAssessingTheImpactOf2024,
 author = {Carlo Dindorf and Jonas Dully and Joshua Berger and Stephan Becker and Emanuel Wolf and Steven Simon and Eva Bartaguiz and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.3390/s24134100},
 journal = {Sensors - Open Access Journal (Sensors)},
 month = {6},
 number = {4100},
 pages = {1-16},
 publisher = {MDPI},
 title = {Assessing the Impact of Neuromuscular Electrical Stimulation-Based Fingerboard Training versus Conventional Fingerboard Training on Finger Flexor Endurance in Intermediate to Advanced Sports Climbers: A Randomized Controlled Study},
 url = {https://www.mdpi.com/1424-8220/24/13/4100},
 volume = {24},
 year = {2024}
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@article{backenkohlerGuidedDockingAsA2024,
 author = {Michael Backenköhler and Joschka Groß and Verena Wolf and Andrea Volkamer},
 doi = {10.1021/acs.jcim.4c00055},
 journal = {Journal of Chemical Information and Modeling (JCIM)},
 month = {5},
 number = {10},
 pages = {4009-4020},
 publisher = {ACS Publications, Washington DC},
 title = {Guided docking as a data generation approach facilitates structure-based machine learning on kinases},
 url = {https://pubs.acs.org/doi/10.1021/acs.jcim.4c00055},
 volume = {64},
 year = {2024}
}

@article{stengelRevisedContraindicationsForThe2024,
 author = {Simon von Stengel and Michael Fröhlich and Oliver Ludwig and Christoph Eifler and Joshua Berger and Heinz Kleinöder and Florian Micke and Bernd Wegener and Christoph Zinner and Frank C Mooren and Marc Teschler and Andre Filipovic and Stephan Müller and Keven England and Jens Vatter and Sebastian Authenrieth and Matthias Kohl and Wolfgang Kemmler},
 doi = {10.3389/fspor.2024.1371723},
 editor = {Alessandra Di Cagno},
 journal = {Frontiers in Sports and Active Living},
 month = {4},
 pages = {1371723},
 publisher = {Frontiers Media SA},
 title = {Revised contraindications for the use of non-medical WB-electromyostimulation. Evidence-based German consensus recommendations},
 volume = {6},
 year = {2024}
}

@article{biewerSoftwareDopingAnalysisFor2024,
 author = {Sebastian Biewer and Kevin Baum and Sarah Sterz and Holger Hermanns and Sven Hetmank and Markus Langer and Anne Lauber-Rönsberg and Franz Lehr},
 doi = {10.1007/s10703-024-00445-2},
 journal = {Formal Methods in System Design},
 month = {4},
 pages = {1-50},
 publisher = {Springer},
 title = {Software doping analysis for human oversight},
 url = {https://link.springer.com/article/10.1007/s10703-024-00445-2#Abs1},
 volume = {62},
 year = {2024}
}

@article{tomkoCausalInferenceForSpatial2024,
 author = {Martin Tomko and Yanan Xin and Jonas Wahl},
 doi = {10.4230/DagRep.14.5.25},
 editor = {Martin Tomko and Yanan Xin and Jonas Wahl},
 journal = {Dagstuhl Reports},
 number = {5},
 pages = {25-57},
 publisher = {Schloss Dagstuhl -- Leibniz-Zentrum für Informatik, Dagstuhl, Germany},
 title = {Causal Inference for Spatial Data Analytics (Dagstuhl Seminar 24202)},
 url = {https://drops.dagstuhl.de/entities/document/10.4230/DagRep.14.5.25},
 volume = {14},
 year = {2024}
}

@article{grosDSMCEvaluationStagesFostering2023,
 author = {Timo P. Gros and Joschka Groß and Daniel Höller and Jörg Hoffmann and Michaela Klauck and Hendrik Meerkamp and Nicola J. Müller and Lukas Schaller and Verena Wolf},
 doi = {10.1145/3607198},
 journal = {ACM Transactions on Modeling and Computer Simulation (TOMACS)},
 month = {10},
 number = {4},
 pages = {1-28},
 publisher = {ACM, New York, NY, USA},
 title = {DSMC Evaluation Stages: Fostering Robust and Safe Behavior in Deep Reinforcement Learning--Extended Version},
 volume = {33},
 year = {2023}
}

@article{bergerInfluenceOfALongTerm2023,
 author = {Joshua Berger and Elena Janowicz and Oliver Ludwig and Markus Weineck and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.55860/LKHR6684},
 journal = {Scientific Journal of Sport and Performance (SJSP)},
 month = {8},
 number = {4},
 pages = {514-526},
 publisher = {ARD Asociación Española},
 title = {Influence of a long-term WB-EMS intervention on parameters of body composition and physical performance among individuals of different age decades between 19 and 81 years},
 volume = {2},
 year = {2023}
}

@article{mullerNeuroExplicitSemanticSegmentationOf2023,
 author = {Nicola J. Müller and Daniel Porawski and Lukas Wilde and Dennis Fink and Guillaume Trap and Annika Engel and Georges P. Schmartz},
 doi = {10.1063/5.0109284},
 editor = {Robert P. Behringer},
 journal = {Review of Scientific Instruments},
 month = {6},
 number = {6},
 pages = {063304},
 publisher = {AIP Publishing},
 title = {Neuro-explicit semantic segmentation of the diffusion cloud chamber},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16919_Neuro-explicit_semantic_segmentation_of_the_diffus.pdf},
 volume = {94},
 year = {2023}
}

@article{wahlVectorCausalInferenceBetween2023,
 author = {Jonas Wahl and Urmi Ninad and Jakob Runge},
 doi = {10.1609/aaai.v37i10.26450},
 journal = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
 month = {6},
 number = {10},
 pages = {12305-12312},
 publisher = {AAAI Press},
 title = {Vector Causal Inference between Two Groups of Variables},
 url = {https://ojs.aaai.org/index.php/AAAI/article/view/26450},
 volume = {37},
 year = {2023}
}

@article{caiComputerScienceMethodsFor2023,
 author = {Wentong Cai and  Philipp Andelfinger and  Luca Bortolussi and  Christopher Carothers and  Dong Kevin Jin and  Till Köster and  Michael Lees and  Jason Liu and  Margaret Loper and  Alessandro Pellegrini and  Wen Jun Tan and Verena Wolf},
 journal = {Dagstuhl Reports},
 month = {5},
 number = {10},
 pages = {1-44},
 publisher = {Dagstuhl Reports},
 title = {Computer Science Methods for Effective and Sustainable Simulation Studies},
 volume = {12},
 year = {2023}
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@article{kemmlerCorrigendumPositionStatementAnd2023,
 author = {Wolfgang Kemmler and Michael Fröhlich and Oliver Ludwig and Christoph Eifler and Simon von Thaden and Sebastian Willert and Marc Teschler and Anja Weissenfels and Heinz Kleinöder and Florian Micke and Nicolas Wirtz and Christoph Zinner and Andre Filipovic and Bernd Wegener and Joshua Berger and Alexandre Evangelista and Stefano D’ottavio and Chandandeep Singh and Amir Lerman and Unai A. Perez De Arrilucea Le Floc’h and Abraham Carle-Calo and Angel Guitierrez and Francisco J. Amaro-Gahete},
 doi = {10.3389/fphys.2023.1207584},
 editor = {Giuseppe D'Antona},
 journal = {Frontiers in Physiology},
 month = {5},
 pages = {1207584},
 publisher = {Frontiers Media SA, Switzerland},
 title = {Corrigendum: Position statement and updated international guideline for safe and effective whole-body electromyostimulation training-the need for common sense in WB-EMS application},
 volume = {14},
 year = {2023}
}

@article{baumFromFearToAction2023,
 author = {Kevin Baum and Joanna Bryson and Frank Dignum and Virginia Dignum and Marko Grobelnik and Holger Hoos and Morten Irgens and Paul Lukowicz and Catelijne Muller and Francesca Rossi and John Shawe-Taylor and Andreas Theodorou and Ricardo Vinuesa},
 doi = {10.3389/fcomp.2023.1210421},
 journal = {Frontiers in Computer Science},
 month = {5},
 pages = {0-0},
 publisher = {Frontiers Media},
 title = {From Fear to Action: AI Governance and Opportunities for All},
 url = {https://www.frontiersin.org/articles/10.3389/fcomp.2023.1210421/full},
 volume = {5},
 year = {2023}
}

@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{kemmlerPositionStatementAndUpdated2023,
 author = {Wolfgang Kemmler and Michael Fröhlich and Oliver Ludwig and Christoph Eifler and Simon Von Stengel and Sebastian Willert and Marc Teschler and Anja Weissenfels and Heinz Kleinöder and Florian Micke and Nicolas Wirtz and Christoph Zinner and Andre Filipovic and Bernd Wegener and Joshua Berger and Alexandre Evangelista and Stefano D’Ottavio and Jaskanwal Deep Singh Sara and Amir Lerman and Unai A Perez de Arrilucea Le Floc’h and Abraham Carle-Calo and Angel Guitierrez and Francisco J Amaro-Gahete},
 doi = {10.3389/fphys.2023.1174103},
 editor = {Giuseppe D’Antona},
 journal = {Frontiers in Physiology},
 month = {3},
 pages = {1174103},
 publisher = {Frontiers Media SA},
 title = {Position statement and updated international guideline for safe and effective whole-body electromyostimulation training-the need for common sense in WB-EMS application},
 volume = {14},
 year = {2023}
}

@article{grosAnalyzingNeuralNetworkBehavior2023,
 author = {Timo P. Gros and Holger Hermanns and Jörg Hoffmann and Michaela Klauck and Marcel Steinmetz},
 journal = {International Journal on Software Tools for Technology Transfer (STTT)},
 number = {3},
 pages = {407-426},
 publisher = {Springer Berlin Heidelberg Berlin/Heidelberg},
 title = {Analyzing neural network behavior through deep statistical model checking},
 volume = {25},
 year = {2023}
}

@article{gotzSpatialDistributionOfMuscular2022,
 author = {Marina Götz and Rafael Heiss and Simon von Stengel and Frank Roemer and Joshua Berger and Armin Nagel and Michael Uder and Wolfgang Kemmler},
 doi = {10.3390/s222410017},
 journal = {Sensors - Open Access Journal (Sensors)},
 month = {12},
 number = {24},
 pages = {10017},
 publisher = {MDPI, Switzerland},
 title = {Spatial Distribution of Muscular Effects of Acute Whole-Body Electromyostimulation at the Mid-Thigh and Lower Leg—A Pilot Study Applying Magnetic Resonance Imaging},
 volume = {22},
 year = {2022}
}

@article{bergerWBEMSMarketDevelopmentPerspectivesAnd2022,
 author = {Joshua Berger and Michael Fröhlich and Wolfgang Kemmler},
 doi = {10.3390/ijerph192114211},
 journal = {International Journal of Environmental Research and Public Health},
 month = {10},
 number = {21},
 pages = {14211},
 publisher = {MDPI, Switzerland},
 title = {WB-EMS Market Development—Perspectives and Threats},
 volume = {19},
 year = {2022}
}

@article{baumEthicsForNerds2022,
 author = {Kevin Baum and Sarah Sterz},
 doi = {10.29173/irie484},
 journal = {The International Review of Information Ethics (IRIE)},
 month = {8},
 number = {1},
 pages = {1-9},
 publisher = {IRIE, Edmonton, Alberta, Canada},
 title = {Ethics for Nerds},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16844_IRIE+31+Baum,+Sterz.pdf},
 volume = {31},
 year = {2022}
}

@article{wahlWhereAreAllThe2022,
 author = {Jonas Wahl},
 doi = {10.1016/j.patter.2022.100571},
 journal = {Patterns},
 month = {8},
 number = {8},
 pages = {1-2},
 publisher = {Elsevier},
 title = {Where are all the guns? Modeling firearm ownership in the United States},
 url = {https://www.cell.com/patterns/fulltext/S2666-3899(22)00182-9},
 volume = {3},
 year = {2022}
}

@article{kyriakopoulosAComprehensiveApproachFor2022,
 author = {Charalampos Kyriakopoulos and Karl Nordström and Paula Linh Kramer and Judith Yumiko Gottfreund and Abdulrahman Salhab and Julia Arand and Fabian Müller and Ferdinand von Meyenn and Gabriella Ficz and Wolf Reik and Verena Wolf and Jörn Walter and Pascal Giehr},
 doi = {10.1016/j.crmeth.2022.100187},
 journal = {Cell Reports Methods},
 month = {3},
 number = {3},
 pages = {1-23},
 publisher = {Cell Press},
 title = {A comprehensive approach for genome-wide efficiency profiling of DNA modifying enzymes},
 volume = {2},
 year = {2022}
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@article{wahlTracesOnDiagramAlgebras2022,
 author = {Jonas Wahl},
 doi = {10.1112/jlms.12562},
 journal = {Journal of the London Mathematical Society},
 month = {3},
 number = {4},
 pages = {2324-2372},
 publisher = {John Wiley & Sons, Ltd},
 title = {Traces on diagram algebras I: Free partition quantum groups, random lattice paths and random walks on trees},
 url = {https://londmathsoc.onlinelibrary.wiley.com/doi/full/10.1112/jlms.12562},
 volume = {105},
 year = {2022}
}

@article{baumFromResponsibilityToReasonGiving2022,
 author = {Kevin Baum and Susanne Mantel and Eva Schmidt and Timo Speith},
 doi = {10.1007/s13347-022-00510-w},
 journal = {Philosophy & Technology},
 month = {2},
 number = {12 (2022)},
 pages = {1-30},
 publisher = {Springer Nature, The Netherlands},
 title = {From Responsibility to Reason-Giving Explainable Artificial Intelligence},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16845_s13347-022-00510-w.pdf},
 volume = {35},
 year = {2022}
}

@article{bergerEffectsOfAn8Week2021,
 author = {Joshua Berger and Oliver Ludwig and Stephanie Becker and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.1123/ijatt.2020-0016},
 journal = {International Journal of Athletic Therapy and Training (IJATT)},
 month = {11},
 number = {2},
 pages = {96-100},
 publisher = {Human Kinetics},
 title = {Effects of an 8-Week Whole-Body Electromyostimulation Training on Cycling Performance, Back Pain, and Posture of a 17-Year-Old Road Cyclist},
 volume = {26},
 year = {2021}
}

@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}
}

@article{baumSpareMeTheDetails2021,
 author = {Kevin Baum and Markus Langer and Cornelius J. König and Viviane Hähne and Daniel Oster and Timo Speith},
 doi = {10.1111/ijsa.12325},
 journal = {International Journal of Selection and Assessment},
 month = {6},
 number = {2},
 pages = {154-169},
 publisher = {Wiley & Sons},
 title = {Spare me the details: How the type of information about automated interviews influences applicant reactions},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16848_Int_J_Selection_Assessment_-_2021_-_Langer_-_Spare_me_the_details__How_the_type_of_information_about_automated_interviews.pdf},
 volume = {29},
 year = {2021}
}

@article{kemmlerEfficacyOfWholeBodyElectromyostimulation2021,
 author = {Wolfgang Kemmler and Mahdieh Shojaa and James Steele and Joshua Berger and Michael Fröhlich and Daniel Schoene and Simon von Thaden and Heinz Kleinöder and Matthias Kohl},
 doi = {10.3389/fphys.2021.640657},
 editor = {Emiliano Cè},
 journal = {Frontiers in Physiology},
 month = {2},
 pages = {640657},
 publisher = {Frontiers Media SA},
 title = {Efficacy of Whole-Body Electromyostimulation (WB-EMS) on Body Composition and Muscle Strength in Non-athletic Adults. A Systematic Review and Meta-Analysis},
 volume = {12},
 year = {2021}
}

@article{kurasovAnalyticSolutionsForStochastic2021,
 author = {Pavel Kurasov and Delio Mugnolo and Verena Wolf},
 doi = {10.1007/s00285-021-01549-7},
 journal = {Journal of Mathematical Biology},
 number = {1-2},
 publisher = {Springer Science and Business Media LLC},
 title = {Analytic solutions for stochastic hybrid models of gene regulatory networks},
 volume = {82},
 year = {2021}
}

@article{beckerHeadingInSoccerDoes2021,
 author = {Stephanie Becker and Joshua Berger and Oliver Ludwig and Daniel Günther and Jens Kelm and Michael Fröhlich},
 doi = {10.2478/hukin-2021-0012},
 journal = {Journal of Human Kinetics},
 month = {1},
 pages = {71-80},
 publisher = {PMC - PubMed Central},
 title = {Heading in Soccer: Does Kinematics of the Head-Neck-Torso Alignment Influence Head Acceleration?},
 volume = {77 (2021)},
 year = {2021}
}

@article{baumWhatDoWeWant2021,
 author = {Kevin Baum and Markus Langer and Daniel Oster and Timo Speith and Holger Hermanns and Lena Kästner and Eva Schmidt and Andreas Sesing},
 doi = {10.1016/j.artint.2021.103473},
 journal = {Artificial Intelligence (AIJ)},
 pages = {1-24},
 publisher = {Elsevier, Artificial intelligence},
 title = {What do we want from Explainable Artificial Intelligence (XAI)? – A stakeholder perspective on XAI and a conceptual model guiding interdisciplinary XAI research},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16847_1-s2.0-S0004370221000242-main.pdf},
 volume = {296},
 year = {2021}
}

@article{baumWhatToExpectFrom2021,
 author = {Kevin Baum and Nadine Schlicker and Markus Langer and Sonja K. Ötting and Cornelius J. König and Dieter Wallach},
 doi = {10.1016/j.chb.2021.106837},
 journal = {Computers in Human Behavior},
 pages = {1-57},
 publisher = {Pergamon},
 title = {What to expect from opening up ‘black boxes’? Comparing perceptions of justice between human and automated agents},
 url = {https://www.dfki.de/fileadmin/user_upload/import/16846_SchlicketEtAl_preprint.pdf},
 volume = {122},
 year = {2021}
}

@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}
}

@article{ludwigCanASuperimposedWholeBody2020,
 author = {Oliver Ludwig and Joshua Berger and Torsten Schuh and Marco Backfisch and Stephan Becker and Michael Fröhlich},
 journal = {Journal of Sports Science & Medicine (JSSM)},
 month = {9},
 number = {3},
 pages = {535-546},
 publisher = {Department of Sports Medicine, Uludag University},
 title = {Can a superimposed whole-body electromyostimulation intervention enhance the effects of a 10-week athletic strength training in youth elite soccer players?},
 url = {https://pmc.ncbi.nlm.nih.gov/articles/PMC7429429/},
 volume = {19},
 year = {2020}
}

@article{grosTrackingTheRaceBetween2020,
 author = {Timo P. Gros and Daniel Höller and Jörg Hoffmann and Verena Wolf},
 doi = {10.48550/arXiv.2008.00766},
 journal = {ArXiv e-prints (arxiv)},
 month = {8},
 number = {00766},
 pages = {1-19},
 publisher = {arXiv},
 title = {Tracking the Race Between Deep Reinforcement Learning and Imitation Learning - Extended Version},
 volume = {2008},
 year = {2020}
}

@article{bergerEffectsOfAnImpulse2020,
 author = {Joshua Berger and Oliver Ludwig and Stephanie Becker and Marco Backfisch and Wolfgang Kemmler and Michael Fröhlich},
 journal = {Journal of Sports Science & Medicine (JSSM)},
 month = {5},
 number = {2},
 pages = {271-281},
 publisher = {PMC - PubMed Central},
 title = {Effects of an Impulse Frequency Dependent 10-Week Whole-body Electromyostimulation Training Program on Specific Sport Performance Parameters},
 volume = {19},
 year = {2020}
}

@article{grossNovelIsNotAlways2020,
 author = {Joschka Groß and Alvaro Torralba and Maximilian Fickert},
 doi = {10.1609/aaai.v34i06.6541},
 editor = {Vincent Conitzer and Fei Sha},
 journal = {Proceedings of the AAAI Conference on Artificial Intelligence},
 month = {4},
 number = {06: AAAI-20 Technical Tracks 6},
 pages = {9875-9882},
 publisher = {AAAI Press, Palo Alto, California, USA},
 title = {Novel Is Not Always Better: On the Relation between Novelty and Dominance Pruning},
 url = {https://cdn.aaai.org/ojs/6541/6541-13-9766-1-10-20200519.pdf},
 volume = {34},
 year = {2020}
}

@article{zartFrequencyDependentReactionOfThe2020,
 author = {Sebastian Zart and Joshua Berger and Oliver Ludwig and Janosch Knauth and Michael Fröhlich},
 doi = {10.3389/fphys.2020.00150},
 editor = {Jae-Young Lim},
 journal = {Frontiers in Physiology},
 month = {2},
 pages = {150},
 publisher = {Frontiers Media SA},
 title = {Frequency-Dependent Reaction of the Triceps Surae Muscle of the Mouse During Electromyostimulation},
 volume = {11},
 year = {2020}
}

@article{backenkohlerPosterAbstractBirthDeathProcesses2020,
 author = {Backenköhler, Michael and Grossmann, Gerrit},
 month = {01},
 pages = {},
 title = {Poster Abstract: Birth-Death Processes Reproduce the Infection Footprint of Complex Networks},
 year = {2020}
}

@article{bergerWholeBodyElectromyostimulationInPhysical2020,
 author = {Joshua Berger and Stephan Becker and Oliver Ludwig and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.1589/jpts.32.395},
 journal = {Journal of Physical Therapy Science (JPTS)},
 month = {1},
 number = {6},
 pages = {395-400},
 publisher = {The Society of Physical Therapy Science},
 title = {Whole-body electromyostimulation in physical therapy: do gender, skinfold thickness or body composition influence maximum intensity tolerance?},
 volume = {32},
 year = {2020}
}

@article{beckerEffectsOfA6Week2019,
 author = {Stephanie Becker and Joshua Berger and Marco Backfisch and Oliver Ludwig and Jens Kelm and Michael Fröhlich},
 journal = {Journal of Sports Science & Medicine (JSSM)},
 month = {11},
 number = {4},
 pages = {729-737},
 publisher = {PMC - PubMed Central, USA},
 title = {Effects of a 6-Week Strength Training of the Neck Flexors and Extensors on the Head Acceleration during Headers in Soccer},
 volume = {18},
 year = {2019}
}

@article{kemmlerEmpfehlungenZuKontraindikationenFur2019,
 author = {Wolfgang Kemmler and Anja Wissenfels and S. Willert and M. Fröhlich and O. Ludwig and Joshua Berger and S. Zart and S. Becker and M. Backfisch and Heinz Kleinöder and U. Dörrmann and N. Wirtz and Bernd Wegener and Karl Lorenz Konrad and C. Eifler and J. Krug and C. Zinner and S. Müller and Jens Vatter and Sebastian Authenrieth and Thomas Beisswenger and M. Teschler and Simon von Thaden},
 doi = {10.5960/dzsm.2019.401},
 journal = {Deutsche Zeitschrift für Sportmedizin},
 month = {11},
 number = {11},
 pages = {278-282},
 publisher = {WWF Verlagsgesellschaft mbH},
 title = {Empfehlungen zu Kontraindikationen für Ganzkörper-Elektromyostimulation im kommerziellen, nicht-medizinischen Setting: Recommendations of contraindications for whole-body electromyostimulation in a commercial, non-medical setting},
 volume = {70},
 year = {2019}
}

@article{ludwigTheImpactOfWholeBody2019,
 author = {Oliver Ludwig and Joshua Berger and Stephan Becker and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.3389/fphys.2019.01020},
 editor = {Kohei Watanabe},
 journal = {Frontiers in Physiology},
 month = {8},
 pages = {1020},
 publisher = {Frontiers Media SA},
 title = {The Impact of Whole-Body Electromyostimulation on Body Posture and Trunk Muscle Strength in Untrained Persons},
 volume = {10},
 year = {2019}
}

@article{bergerAdjustmentEffectsOfMaximum2019,
 author = {Joshua Berger and Stephan Becker and Marco Backfisch and Christoph Eifler and Wolfgang Kemmler and Michael Fröhlich},
 doi = {10.3389/fphys.2019.00920},
 journal = {Frontiers in Physiology},
 month = {7},
 number = {920},
 pages = {1-8},
 publisher = {Frontiers Media S.A.},
 title = {Adjustment effects of maximum intensity tolerance during whole-body electromyostimulation training},
 url = {https://www.frontiersin.org/journals/physiology/articles/10.3389/fphys.2019.00920/full},
 volume = {10},
 year = {2019}
}

@article{beckerEvaluationOfTheBourban2019,
 author = {Stephanie Becker and Joshua Berger and Marco Backfisch and Oliver Ludwig and Michael Fröhlich},
 doi = {10.3390/jfmk4020035},
 journal = {Journal of Functional Morphology and Kinesiology (JFMK)},
 month = {6},
 number = {2},
 pages = {35},
 publisher = {MDPI, Switzerland},
 title = {Evaluation of the Bourban Trunk Muscle Strength Test Based on Electromyographic Parameters},
 volume = {4},
 year = {2019}
}

@article{luckHiddenMarkovModellingReveals2019,
 author = {Alexander Lück and Pascal Giehr and Karl Nordström and Jörn Walter and Verena Wolf},
 doi = {10.1109/TCBB.2019.2910814},
 journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)},
 month = {4},
 number = {5},
 pages = {1598-1609},
 publisher = {IEEE},
 title = {Hidden Markov Modelling Reveals Neighborhood Dependence of Dnmt3a and 3b Activity},
 volume = {16},
 year = {2019}
}

@article{kurasovStochasticHybridModelsOf2018,
 author = {Pavel Kurasov and Alexander Lück and Delio Mugnolo and Verena Wolf},
 doi = {10.1016/j.mbs.2018.09.009},
 journal = {Mathematical Biosciences},
 month = {11},
 pages = {170-177},
 publisher = {Elsevier, Amsterdam},
 title = {Stochastic hybrid models of gene regulatory networks – A PDE approach},
 volume = {305},
 year = {2018}
}

@article{backesSimulatingTheLargeScaleErosion2018,
 author = {Michael Backes and Pascal Berrang and Mathias Humbert and Xiaoyu Shen and Verena Wolf},
 doi = {10.1109/TCBB.2018.2859380},
 journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)},
 month = {7},
 number = {5},
 pages = {1405-1412},
 publisher = {IEEE},
 title = {Simulating the Large-Scale Erosion of Genomic Privacy Over Time},
 volume = {15},
 year = {2018}
}

@article{giehrTwoAreBetterThan2018,
 author = {Pascal Giehr and Charalampos Kyriakopoulos and Konstantin Lepikhov and Stefan Wallner and Verena Wolf and Jörn Walter},
 doi = {10.1093/nar/gky422},
 journal = {Nucleic Acids Research},
 month = {6},
 number = {15},
 pages = {1-10},
 publisher = {Oxford University Press},
 title = {Two are better than one: HPoxBS - hairpin oxidative bisulfite sequencing},
 volume = {46},
 year = {2018}
}

@article{langerAlgorithmenBeiDerPersonalauswahl2018,
 author = {Markus Langer and Kevin Baum and Cornelius J. König},
 doi = {10.22028/D291-31272},
 journal = {Wirtschaftspsychologie aktuell},
 pages = {36-42},
 publisher = {Deutscher Psychologen Verlag GmbH, Bonn},
 title = {Algorithmen bei der Personalauswahl – eine kritische und hoffnungsvolle Betrachtung},
 url = {https://publikationen.sulb.uni-saarland.de/handle/20.500.11880/29303},
 volume = {25},
 year = {2018}
}

@article{andreychenkoApproximateAdaptiveUniformizationOf2018,
 author = {Alexander Andreychenko and Werner Sandmann and Verena Wolf},
 doi = {10.1016/j.apm.2018.05.009},
 journal = {Applied Mathematical Modelling},
 pages = {561-576},
 publisher = {ScienceDirect},
 title = {Approximate adaptive uniformization of continuous-time Markov chains},
 url = {https://www.sciencedirect.com/science/article/pii/S0307904X18302191},
 volume = {61},
 year = {2018}
}

@article{kemmlerEfficacyAndSafetyOf2018,
 author = {Wolfgang Kemmler and Anja Weissenfels and Sebastian Willert and Mahdieh Shojaa and Simon von Thaden and Andre Filipovic and Heinz Kleinöder and Joshua Berger and Michael Fröhlich},
 doi = {10.3389/fphys.2018.00573},
 journal = {Frontiers in Physiology},
 pages = {1-17},
 publisher = {Deutsche Nationalbibliothek},
 title = {Efficacy and Safety of Low Frequency Whole-Body Electromyostimulation (WB-EMS) to Improve Health-Related Outcomes in Non-athletic Adults. A Systematic Review},
 volume = {9},
 year = {2018}
}

@article{kyriakopoulosLumpingOfDegreeBasedMeanField2018,
$ of the network, which is much smaller than the size of the master equation of the underlying stochastic model, yet numerically solving these equations can still be problematic for large $k_{\max}$. In this paper, we consider AME and PA, extended to cope with multiple local states, and we provide an aggregation procedure that clusters together nodes having similar degrees, treating those in the same cluster as indistinguishable, thus reducing the number of equations while preserving an accurate description of global observables of interest. We also provide an automatic way to build such equations and to identify a small number of degree clusters that give accurate results. The method is tested on several case studies, where it shows a high level of compression and a reduction of computational time of several orders of magnitude for large networks, with minimal loss in accuracy},
 author = {Kyriakopoulos, Charalampos and Grossmann, Gerrit and Wolf, Verena and Bortolussi, Luca},
 doi = {10.1103/PhysRevE.97.012301},
 issue = {1},
 journal = {Phys. Rev. E},
 month = {Jan},
 numpages = {15},
 pages = {012301},
 publisher = {American Physical Society},
 title = {Lumping of degree-based mean-field and pair-approximation equations for multistate contact processes},
 url = {https://link.aps.org/doi/10.1103/PhysRevE.97.012301},
 volume = {97},
 year = {2018}
}

@article{backenkohlerMomentBasedParameterEstimationFor2017,
 author = {Michael Backenköhler and Luca Bortolussi and Verena Wolf},
 doi = {10.1109/TCBB.2017.2775219},
 journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)},
 month = {11},
 number = {4},
 pages = {1180-1192},
 publisher = {IEEE},
 title = {Moment-Based Parameter Estimation for Stochastic Reaction Networks in Equilibrium},
 volume = {15},
 year = {2017}
}

@article{kyriakopoulosHOTAEstimationOfDNA2017,
 author = {Kyriakopoulos, Charalampos and Giehr, Pascal and Wolf, Verena},
 doi = {10.1093/bioinformatics/btx042},
 eprint = {https://academic.oup.com/bioinformatics/article-pdf/33/11/1733/49039968/bioinformatics_33_11_1733.pdf},
 issn = {1367-4803},
 journal = {Bioinformatics},
 month = {06},
 number = {11},
 pages = {1733-1734},
 title = {H(O)TA: estimation of DNA methylation and hydroxylation levels and efficiencies from time course data},
 url = {https://doi.org/10.1093/bioinformatics/btx042},
 volume = {33},
 year = {2017}
}

@article{luckGeneralizedMethodOfMoments2016,
 author = {Alexander Lück and Verena Wolf},
 doi = {10.1186/s12918-016-0342-8},
 journal = {BMC Systems Biology},
 month = {10},
 number = {98},
 pages = {1-12},
 publisher = {BioMed Central, UK},
 title = {Generalized method of moments for estimating parameters of stochastic reaction networks},
 volume = {10},
 year = {2016}
}

@article{giehrTheInfluenceOfHydroxylation2016,
 author = {Pascal Giehr and Charalampos Kyriakopoulos and Gabriella Ficz and Verena Wolf and Jörn Walter},
 doi = {10.1371/journal.pcbi.1004905},
 journal = {PLOS Computational Biology},
 month = {5},
 number = {5},
 pages = {1-16},
 publisher = {Public Library of Science},
 title = {The Influence of Hydroxylation on Maintaining CpG Methylation Patterns: A Hidden Markov Model Approach},
 volume = {12},
 year = {2016}
}

@article{eckersleymaslinMERVLZscan4NetworkActivationResults2016,
 author = {Mélanie A. Eckersley-Maslin and Valentine Svensson and Christel Krueger and Thomas M. Stubbs and Pascal Giehr and Felix Krueger and Ricardo J. Miragaia and Charalampos Kyriakopoulos and Rebecca V. Berrens and Inês Milagre and Jörn Walter and Sarah A. Teichmann and Wolf Reik},
 doi = {10.1016/j.celrep.2016.08.087},
 issn = {2211-1247},
 journal = {Cell Reports},
 number = {1},
 pages = {179-192},
 title = {MERVL/Zscan4 Network Activation Results in Transient Genome-wide DNA Demethylation of mESCs},
 url = {https://www.sciencedirect.com/science/article/pii/S2211124716311962},
 volume = {17},
 year = {2016}
}

@article{wahlANoteOnReduced2015,
\wr_{\ast} S_N^+$, where $\mathbb{G}$ is a compact matrix quantum group. Based on recent results on their corepresentation theory by Lemeux and Tarrago in [Lemeux and Tarrago (2014)], we prove that $\mathbb{G} \wr_{\ast} S_N^+$ is of Kac type whenever $\mathbb{G}$ is, and that the reduced version of $\mathbb{G} \wr_{\ast} S_N^+$ is simple with unique trace state whenever $N \geq 8$. Moreover, we prove that the reduced von Neumann algebra of $\mathbb{G} \wr_{\ast} S_N^+$ does not have property $\Gamma$.},
 author = {Jonas Wahl},
 doi = {10.1215/ijm/1475266409},
 journal = {Illinois Journal of Mathematics (IJM)},
 number = {3},
 pages = {801-817},
 publisher = {Duke University Press (im Auftrag der University of Illinois)},
 title = {A note on reduced and von Neumann algebraic free wreath products},
 url = {https://projecteuclid.org/journals/illinois-journal-of-mathematics/volume-59/issue-3/A-note-on-reduced-and-von-Neumann-algebraic-free-wreath/10.1215/ijm/1475266409.full},
 volume = {59},
 year = {2015}
}

@article{andreychenkoModelReconstructionForMomentBased2015,
 author = {Alexander Andreychenko and Linar Mikeev and Verena Wolf},
 doi = {10.1145/2699712},
 journal = {ACM Transactions on Modeling and Computer Simulation (TOMACS)},
 number = {2},
 pages = {1-19},
 publisher = {Association for Computing Machinery},
 title = {Model Reconstruction for Moment-Based Stochastic Chemical Kinetics},
 url = {https://dl.acm.org/doi/10.1145/2699712},
 volume = {25},
 year = {2015}
}

@article{hasenauerMethodOfConditionalMoments2014,
 author = {J. Hasenauer and Verena Wolf and A. Kazeroonian and F. J. Theis},
 doi = {10.1007/s00285-013-0711-5},
 journal = {Journal of Mathematical Biology (JOMB)},
 month = {9},
 number = {3},
 pages = {687-735},
 publisher = {Springer, Berlin, Heidelberg},
 title = {Method of conditional moments (MCM) for the Chemical Master Equation},
 volume = {69},
 year = {2014}
}

@article{mikeevOnTheFlyVerificationAndOptimization2013,
 author = {Linar Mikeev and Martin R. Neuhäußer and David Spieler and Verena Wolf},
 doi = {10.1007/s10703-012-0165-1},
 editor = {Nicht bekannt},
 journal = {Formal Methods in System Design},
 month = {10},
 number = {2},
 pages = {313-337},
 publisher = {Springer US, USA},
 title = {On-the-fly verification and optimization of DTA-properties for large Markov chains},
 volume = {43},
 year = {2013}
}

@article{arandInVivoControlOf2012,
 author = {Julia Arand and David Spieler and Tommy Karius and Miguel R. Branco and Daniela Meilinger and Alexander Meissner and Thomas Jenuwein and Guoliang Xu and Heinrich Leonhardt and Verena Wolf and Jörn Walter},
 doi = {10.1371/journal.pgen.1002750},
 journal = {PLOS Genetics},
 month = {6},
 number = {6},
 pages = {1-11},
 publisher = {PLOS},
 title = {In Vivo Control of CpG and Non-CpG DNA Methylation by DNA Methyltransferases},
 url = {https://journals.plos.org/plosgenetics/article?id=10.1371/journal.pgen.1002750},
 volume = {8},
 year = {2012}
}

@article{katoenThreeValuedAbstractionForProbabilistic2012,
 author = {Joost-Pieter Katoen and Daniel Klink and Martin Leucker and Verena Wolf},
 doi = {10.1016/j.jlap.2012.03.007},
 journal = {The Journal of Logic and Algebraic Programming (JLAP)},
 month = {5},
 number = {4},
 pages = {356-389},
 publisher = {Elsevier, Amsterdam},
 title = {Three-valued abstraction for probabilistic systems},
 volume = {81},
 year = {2012}
}

@article{andreychenkoApproximateMaximumLikelihoodEstimation2012,
 author = {Aleksander Andreychenko and Linar Mikeev and David Spieler and Verena Wolf},
 doi = {10.1186/1687-4153-2012-9},
 journal = {EURASIP Journal on Bioinformatics and Systems Biology},
 number = {1},
 pages = {1-14},
 publisher = {Springer Nature},
 title = {Approximate maximum likelihood estimation for stochastic chemical kinetics},
 url = {https://doi.org/10.1186/1687-4153-2012-9},
 volume = {2012},
 year = {2012}
}

@article{dayarInfiniteLevelDependentQBDProcesses2011,
 author = {Tuğrul Dayar and Werner Sandmann and David Spieler and Verena Wolf},
 doi = {10.1239/aap/1324045696},
 journal = {Advances in Applied Probability},
 month = {12},
 number = {4},
 pages = {1005-1026},
 publisher = {Cambridge University Press},
 title = {Infinite level-dependent QBD processes and matrix-analytic solutions for stochastic chemical kinetics},
 volume = {43},
 year = {2011}
}

@article{dayarBoundingTheEquilibriumDistribution2011,
 author = {Tuǧrul Dayar and Holger Hermanns and David Spieler and Verena Wolf},
 doi = {10.1002/nla.795},
 journal = {Numerical Linear Algebra with Applications},
 month = {10},
 number = {6},
 pages = {931-946},
 publisher = {John Wiley & Sons, Ltd, England},
 title = {Bounding the equilibrium distribution of Markov population models},
 volume = {18},
 year = {2011}
}

@article{henzingerFormalismsForSpecifyingMarkovian2011,
 author = {Thomas Henzinger and Barbara Jobstmann and Verena Wolf},
 doi = {10.1142/S0129054111008441},
 journal = {International Journal of Foundations of Computer Science},
 month = {6},
 number = {04},
 pages = {823-841},
 publisher = {World Scientific Publishing Company, Singapur},
 title = {Formalisms For Specifying Markovian Population Models},
 volume = {22},
 year = {2011}
}

@article{didierApproximationOfEventProbabilities2011,
 author = {Frédéric Didier and Thomas A. Henzinger and Maria Mateescu and Verena Wolf},
 doi = {10.1016/j.tcs.2010.10.022},
 journal = {Theoretical Computer Science (TCS)},
 month = {5},
 number = {21},
 pages = {2128-2141},
 publisher = {Elsevier, Amsterdam},
 title = {Approximation of event probabilities in noisy cellular processes},
 volume = {412},
 year = {2011}
}

@article{mateescuFastAdaptiveUniformisationOf2010,
 author = {M. Mateescu and Verena Wolf and F. Didier and T.A. Henzinger},
 doi = {10.1049/iet-syb.2010.0005},
 journal = {IET Systems Biology},
 month = {11},
 number = {6},
 pages = {441-452},
 publisher = {IET, UK},
 title = {Fast adaptive uniformisation of the chemical master equation},
 volume = {4},
 year = {2010}
}

@article{wolfSolvingTheChemicalMaster2010,
 author = {Verena Wolf and Rushil Goel and Maria Mateescu and Thomas A. Henzinger},
 doi = {10.1186/1752-0509-4-42},
 editor = {Nicht bekannt},
 journal = {BMC Systems Biology},
 month = {4},
 number = {1},
 pages = {1-42},
 publisher = {BioMed Central},
 title = {Solving the chemical master equation using sliding windows},
 volume = {4},
 year = {2010}
}

@article{wolfModellingOfBiochemicalReactions2007,
 author = {Verena Wolf},
 doi = {10.1016/j.entcs.2007.05.017},
 editor = {Nicht bekannt},
 journal = {Electronic Notes in Theoretical Computer Science},
 month = {7},
 number = {2},
 pages = {197-208},
 publisher = {Elsevier, Amsterdam},
 title = {Modelling of Biochemical Reactions by Stochastic Automata Networks},
 volume = {171},
 year = {2007}
}

@article{wolfTraceSemanticsForStochastic2006,
 author = {Verena Wolf and Christel Baier and Mila Majster-Cederbaum},
 doi = {10.1016/j.entcs.2006.07.019},
 editor = {Nicht bekannt},
 journal = {Electronic Notes in Theoretical Computer Science},
 month = {10},
 number = {3},
 pages = {187-204},
 publisher = {Elsevier, Amsterdam},
 title = {Trace Semantics for Stochastic Systems with Nondeterminism},
 volume = {164},
 year = {2006}
}

@article{baierBisimulationAndSimulationRelations2006,
 author = {Christel Baier and Holger Hermanns and Joost-Pieter Katoen and Verena Wolf},
 doi = {10.1016/j.entcs.2005.12.078},
 journal = {Electronic Notes in Theoretical Computer Science},
 month = {9},
 pages = {73-78},
 publisher = {Elsevier, Amsterdam},
 title = {Bisimulation and Simulation Relations for Markov Chains},
 volume = {162},
 year = {2006}
}

@article{wolfTraceMachinesForObserving2006,
 author = {Verena Wolf and Christel Baier and Mila Majster-Cederbaum},
 doi = {10.1016/j.entcs.2005.10.042},
 editor = {Nicht bekannt},
 journal = {Electronic Notes in Theoretical Computer Science},
 month = {5},
 number = {2},
 pages = {259-277},
 publisher = {Elsevier, Amsterdam},
 title = {Trace Machines for Observing Continuous-Time Markov Chains},
 volume = {153},
 year = {2006}
}

@article{sandmannAComputationalStochasticModeling2006,
 author = {Werner Sandmann and Verena Wolf},
 journal = {Enformatika Transactions on Engineering, Computing and Technology},
 pages = {132-137},
 publisher = {o.A.},
 title = {A computational stochastic modeling formalism for biological networks},
 volume = {14},
 year = {2006}
}

@article{baierComparativeBranchingTimeSemanticsFor2005,
 author = {Christel Baier and Joost-Pieter Katoen and Holger Hermanns and Verena Wolf},
 doi = {10.1016/j.ic.2005.03.001},
 journal = {Information and Computation (Inform. Comput.)},
 month = {8},
 number = {2},
 pages = {149-214},
 publisher = {Elsevier, Amsterdam},
 title = {Comparative branching-time semantics for Markov chains},
 volume = {200},
 year = {2005}
}