About
I am a researcher in computer science working at the University of Hamburg. My work focuses on probabilistic relational models, especially on lifted probabilistic inference therein. I am also broadly interested in causal models and their applications.
Recent Publications
Lifted Causal Inference
Malte Luttermann, Tanya Braun, Ralf Möller, Marcel Gehrke. (2026). "Lifted Causal Inference." Annals of Mathematics and Artificial Intelligence (2026). Springer.
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Compression versus Accuracy: A Hierarchy of Lifted Models
Jan Speller, Malte Luttermann, Marcel Gehrke, Tanya Braun. (2025). "Compression versus Accuracy: A Hierarchy of Lifted Models." Proceedings of the Twenty-Eighth European Conference on Artificial Intelligence (ECAI-2025). IOS Press, Volume 413, pages 5051-5058.
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StaRAI: From a Probabilistic Propositional Model to a Highly Compressed Probabilistic Relational Model (Extended Abstract)
Marcel Gehrke, Malte Luttermann. (2025). "StaRAI: From a Probabilistic Propositional Model to a Highly Compressed Probabilistic Relational Model (Extended Abstract)." Joint Proceedings of the ECSQARU 2025 Workshops and Tutorials (ECSQARU-2025). HAL Open Science, pages 71-74.
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