Dr. rer. nat. Marcel Gehrke

@inproceedings{SpLuGeBr25,
	author    = {Jan Speller and Malte Luttermann and Marcel Gehrke and Tanya Braun},
	title     = {{Compression versus Accuracy: A Hierarchy of Lifted Models}},
	booktitle = {Proceedings of the Twenty-Eighth European Conference on Artificial Intelligence (ECAI-2025)},
	year      = {2025},
	pages     = {5051--5058},
	publisher = {{IOS} Press},
}

@inproceedings{SpLuGeBr25,
	author    = {Jan Speller and Malte Luttermann and Marcel Gehrke and Tanya Braun},
	title     = {{Towards Explainability of Approximate Lifted Model Construction: A Geometric Perspective}},
	booktitle = {Proceedings of the Eleventh Workshop on Formal and Cognitive Reasoning (FCR-2025)},
	year      = {2025},
	pages     = {41--56},
	publisher = {{CEUR}},
}

@inproceedings{LuSpGeBrMoHa25,
	author    = {Malte Luttermann and Jan Speller and Marcel Gehrke and Tanya Braun and Ralf Möller and Mattis Hartwig},
	title     = {{Approximate Lifted Model Construction}},
	booktitle = {Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-2025)},
	year      = {2025},
	pages     = {9077--9085},
	publisher = {{IJCAI} Organization},
}

@inproceedings{LuMoGe25,
    author    = {Malte Luttermann and Ralf Möller and Marcel Gehrke},
    title     = {{Lifted Model Construction without Normalisation: A Vectorised Approach to Exploit Symmetries in Factor Graphs}},
    booktitle = {Proceedings of the Third Learning on Graphs Conference (LoG-2024)},
    year      = {2025},
    pages     = {46:1-46:17},
    publisher = {{PMLR}},
}

@article{LuMoGe25,
	author    = {Malte Luttermann and Ralf Möller and Marcel Gehrke},
	title     = {{Lifting Factor Graphs with Some Unknown Factors for New Individuals}},
	journal   = {International Journal of Approximate Reasoning},
	volume    = {179},
	year      = {2025},
	pages     = {109371},
	publisher = {Elsevier},
}

@inproceedings{LuBrMoGe24,
    author    = {Malte Luttermann and Tanya Braun and Ralf Möller and Marcel Gehrke},
    title     = {{Estimating Causal Effects in Partially Directed Parametric Causal Factor Graphs}},
    booktitle = {Proceedings of the Sixteenth International Conference on Scalable Uncertainty Management (SUM-2024)},
    year      = {2024},
    pages     = {265--280},
    publisher = {Springer},
}

@inproceedings{LuMaGe24b,
	author    = {Malte Luttermann and Johann Machemer and Marcel Gehrke},
	title     = {{Efficient Detection of Commutative Factors in Factor Graphs}},
	booktitle = {Proceedings of the Twelfth International Conference on Probabilistic Graphical Models (PGM-2024)},
	year      = {2024},
	volume    = {246},
	pages     = {38--56},
	publisher = {{PMLR}},
	url       = {https://proceedings.mlr.press/v246/luttermann24a.html}
}

@inproceedings{LuMaGe24,
  author    = {Malte Luttermann and Johann Machemer and Marcel Gehrke},
  title     = {Efficient Detection of Exchangeable Factors in Factor Graphs},
  booktitle = {Proceedings of the Thirty-Seventh International FLAIRS Conference (FLAIRS-24)},
  year      = {2024},
  volume    = {37},
  publisher = {Florida Online Journals},
  url       = {https://journals.flvc.org/FLAIRS/article/view/135518},
}

@inproceedings{LuHaBrMoGe24,
  author    = {Malte Luttermann and Mattis Hartwig and Tanya Braun and Ralf Möller and Marcel Gehrke},
  title     = {Lifted Causal Inference in Relational Domains},
  booktitle = {Proceedings of the Third Conference on Causal Learning and Reasoning (CLeaR-24)},
  year      = {2024},
  volume    = {236},
  pages     = {827--842},
  publisher = {PMLR},
  url       = {https://proceedings.mlr.press/v236/luttermann24a.html},
}

@inproceedings{LuBrMoGe24,
    author    = {Malte Luttermann and Tanya Braun and Ralf M\"oller and Marcel Gehrke},
    title     = {{Colour Passing Revisited: Lifted Model Construction with Commutative Factors}},
    booktitle = {Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence     (AAAI-24)},
    year      = {2024},
    volume    = {38},
    pages     = {20500--20507},
    publisher = {{AAAI} Press},
    doi       = {https://doi.org/10.1609/aaai.v38i18.30034},
}

@article{BeBrMoGe24,
author={Magnus Bender and Tanya Braun and Ralf M\"oller and Marcel Gehrke},
title={Unsupervised Estimation of Subjective Content Descriptions in an Information System},
journal = {International Journal of Semantic Computing},
volume= {18},
number={1},
pages= {},
year={2024},
doi  = {}
}

@INPROCEEDINGS{BeBrMoGe,
author ={Magnus Bender and Tanya Braun and Ralf M\"oller and Marcel Gehrke},
title ={ReFrESH – Relation-preserving Feedback-reliant Enhancement of Subjective Content Descriptions},
booktitle ={18th {IEEE} International Conference on Semantic Computing, ({ICSC} 2024), February 5-7},
year ={2024},
pages = {17--24},
publisher = {{IEEE}},
url = {https://dx.doi.org/10.1109/ICSC59802.2024.00010}
}

@inproceedings{LuMoGe23,
  author    = {Malte Luttermann and Ralf Möller and Marcel Gehrke},
  title     = {Lifting Factor Graphs with Some Unknown Factors},
  booktitle = {Proceedings of the Seventeenth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU-23)},
  year      = {2023},
  volume    = {14294},
  pages     = {337--347},
  publisher = {Springer},
  doi       = {https://doi.org/10.1007/978-3-031-45608-4_25},
}

@article{Geh,
author={Marcel Gehrke},
title={Dissertation Abstract: Taming Exact Inference in Temporal Probabilistic Relational Models},
journal={KI-K{\"u}nstliche Intelligenz},
publisher={Springer}
volume= {},
number={},
pages= {1--6},
year={2023},
url = {https://doi.org/10.1007/s13218-023-00813-w},
doi  = {10.1007/s13218-023-00813-w}
}

@InProceedings{BeBrMoGe23c,
author={Magnus Bender and Tanya Braun and Ralf M\"oller and Marcel Gehrke},
title={LESS is More: LEan Computing for Selective Summaries},
journal = {International Journal of Semantic Computing},
booktitle= {KI 2023: Advances in Artificial Intelligence},
publisher= {Springer Nature Switzerland},
year={2023},
doi ={https://doi.org/10.1007/978-3-031-42608-7_1},
pages={1--14},
}

@InProceedings{ReGeMoBr,
  author    = {Nadja Redzuan and Marcel Gehrke and Ralf M\"oller and Tanya Braun},
  booktitle = {Proceedings of the Workshop on Humanities-Centred Artificial Intelligence (CHAI 2023)},
  date      = {2023-09-26},
  title     = {On Domain-specific Topic Modelling Using the Case of a Humanities Journal},
  pages     = {},
  publisher = {CEUR Workshop Proceedings},
  url = {},
}

@inproceedings{MaMoGe23,
    author    = {Florian Andreas Marwitz and Ralf M\"oller and Marcel Gehrke},
    title     = {{ PETS: Predicting Efficiently using Temporal Symmetries in Temporal PGMs}},
    booktitle = {Proceedings of the Seventeenth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU-23)},
    year      = {2023},
    pages     = {},
    publisher = {Springer},
}

@INPROCEEDINGS{BeBrMoGe,
author ={Magnus Bender and Tanya Braun and Ralf M\"oller and Marcel Gehrke},
title ={Unsupervised Estimation of Subjective Content Descriptions},
booktitle ={17th {IEEE} International Conference on Semantic Computing, ({ICSC} 2023), February 1-3},
year ={2023},
pages = {},
publisher = {{IEEE}},
doi = {https://dx.doi.org/10.1109/ICSC56153.2023.00052},
keywords ={Subjective Content Descriptions; Text Mining;Text Annotation;Sentence clustering},
}

@InProceedings{BeSchMoGe,
  author    = {Magnus Bender and Kira Schwandt and Ralf M\"oller and Marcel Gehrke},
  booktitle = {Proceedings of the Workshop on Humanities-Centred Artificial Intelligence (CHAI 2023)},
  date      = {2023-09-26},
  title     = {FrESH – Feedback-reliant Enhancement of Subjective Content Descriptions by Humans},
  pages     = {15--24},
  publisher = {CEUR Workshop Proceedings},
  url ={https://ceur-ws.org/Vol-3580/paper3.pdf},
}

@inproceedings{BraGe22,
author ={Tanya Braun and Marcel Gehrke},
title ={Explainable and Explorable Decision Support},
booktitle ={Proceedings of the 27th International Conference on Conceptual Structures (ICCS 2022)},
year ={2022},
url = {https://link.springer.com/chapter/10.1007/978-3-031-16663-1_8},
doi = {https://dx.doi.org/10.1007/978-3-031-16663-1_8}
}

@inproceedings{BraGeLaMo22,
author ={Tanya Braun and Marcel Gehrke and Florian Lau and Ralf M\"oller},
title ={Lifting in Multi-agent Systems under Uncertainty},
booktitle ={38th Conference on Uncertainty in Artificial Intelligence (UAI 2022)},
year ={2022},
pages = {233--243},
url = {https://proceedings.mlr.press/v180/braun22a.html}
}

@inproceedings{Geh21,
  author = {Marcel Gehrke}, 
  title = {{On the Complexity and Completeness of the Lifted Dynamic Junction Tree Algorithm}}, 
  booktitle = {10th International Workshop on Statistical Relational AI at the 1st International Joint Conference on Learning and Reasoning}, 
  year = {2021},
  url = {https://arxiv.org/abs/2110.09197}
}

@phdthesis{Geh21a,
  author = "Marcel Gehrke",
  title = "{Taming Exact Inference in Temporal Probabilistic Relational Models}",
  school = "University of L\"ubeck",
  year = "2021",
  note = "PhD thesis"
}

@article{BenBrGeKuScMo21b,
author={Magnus Bender and Tanya Braun and Marcel Gehrke and Felix Kuhr and Ralf M\"oller and Simon Schiff},
title={Identifying and Translating Subjective Content Descriptions Among Texts},
journal = {International Journal of Semantic Computing},
volume= {15},
number={4},
pages= {461--485},
year={2021},
doi  = {https://dx.doi.org/10.1142/S1793351X21400122}
}

@inproceedings{BenBrGeKuScMo21b,
author={Magnus Bender and Tanya Braun and Marcel Gehrke and Felix Kuhr and Ralf M\"oller and Simon Schiff},
title={{Identifying Subjective Content Descriptions Among Texts}},
booktitle = {15th {IEEE} International Conference on Semantic Computing, (ICSC 2021), Laguna Hills, CA, USA, January 27-29},
year={2021},
pages= {9--16},
publisher = {IEEE},
doi  = {https://doi.org/10.1109/ICSC50631.2021.00008},
keywords={Subjective Content Descriptions; Text Mining}
}