| 2025 | ECAI | Compression Versus Accuracy: A Hierarchy of Lifted Models. | Jan Speller, Malte Luttermann, Marcel Gehrke, Tanya Braun |
| 2025 | ECSQARU | StaRAI: From a Probabilistic Propositional Model to a Highly Compressed Probabilistic Relational Model - Extended Abstract. | Marcel Gehrke, Malte Luttermann |
| 2025 | ECSQARU | Denoising the Future: Top-p Distributions for Moving Through Time. | Florian Andreas Marwitz, Ralf Mller, Magnus Bender, Marcel Gehrke |
| 2025 | IJCAI | Approximate Lifted Model Construction. | Malte Luttermann, Jan Speller, Marcel Gehrke, Tanya Braun, Ralf Mller, Mattis Hartwig |
| 2024 | AAAI | Colour Passing Revisited: Lifted Model Construction with Commutative Factors. | Malte Luttermann, Tanya Braun, Ralf Mller, Marcel Gehrke |
| 2024 | CCS | $DPM: $ Clustering Sensitive Data through Separation. | Johannes Liebenow, Yara Schtt, Tanya Braun, Marcel Gehrke, Florian Thaeter, Esfandiar Mohammadi |
| 2024 | FlAIRS | Efficient Detection of Exchangeable Factors in Factor Graphs. | Malte Luttermann, Johann Machemer, Marcel Gehrke |
| 2023 | ECSQARU | Lifting Factor Graphs with Some Unknown Factors. | Malte Luttermann, Ralf Mller, Marcel Gehrke |
| 2023 | ECSQARU | PETS: Predicting Efficiently Using Temporal Symmetries in Temporal PGMs. | Florian Andreas Marwitz, Ralf Mller, Marcel Gehrke |
| 2023 | KI | LESS is More: LEan Computing for Selective Summaries. | Magnus Bender, Tanya Braun, Ralf Mller, Marcel Gehrke |
| 2022 | ICCS | Explainable and Explorable Decision Support. | Tanya Braun, Marcel Gehrke |
| 2022 | UAI | Lifting in multi-agent systems under uncertainty. | Tanya Braun, Marcel Gehrke, Florian Lau, Ralf Mller |
| 2021 | FlAIRS | Dynamic Domain Sizes in Temporal Probabilistic Relational Models. | Nils Finke, Tanya Braun, Marcel Gehrke, Ralf Mller |
| 2021 | FlAIRS | Concept Drift Detection in Dynamic Probabilistic Relational Models. | Nils Finke, Tanya Braun, Marcel Gehrke, Ralf Mller |
| 2020 | ECAI | Taming Reasoning in Temporal Probabilistic Relational Models. | Marcel Gehrke, Ralf Mller, Tanya Braun |
| 2020 | ECAI | Lifted Marginal Filtering for Asymmetric Models by Clustering-Based Merging. | Stefan Ldtke, Marcel Gehrke, Tanya Braun, Ralf Mller, Thomas Kirste |
| 2020 | ICCS | Restricting the Maximum Number of Actions for Decision Support Under Uncertainty. | Marcel Gehrke, Tanya Braun, Simon Polovina |
| 2019 | AI | Uncertain Evidence for Probabilistic Relational Models. | Marcel Gehrke, Tanya Braun, Ralf Mller |
| 2019 | AI | Lifted Temporal Maximum Expected Utility. | Marcel Gehrke, Tanya Braun, Ralf Mller |
| 2019 | FlAIRS | Relational Forward Backward Algorithm for Multiple Queries. | Marcel Gehrke, Tanya Braun, Ralf Mller |
| 2019 | ICCS | Lifted Temporal Most Probable Explanation. | Marcel Gehrke, Tanya Braun, Ralf Mller |
| 2018 | EUSPN | Efficient Enriching of Synthesized Relational Patient Data with Time Series Data. | Simon Schiff, Marcel Gehrke, Ralf Mller |
| 2018 | ICCS | Lifted Dynamic Junction Tree Algorithm. | Marcel Gehrke, Tanya Braun, Ralf Mller |
| 2018 | IJCAI | Towards lifted maximum expected utility. | Marcel Gehrke, Tanya Braun, Ralf Mller, Alexander Waschkau, Christoph Strumann, Jost Steinhuser |
| 2018 | IJCAI | Lifted Maximum Expected Utility. | Marcel Gehrke, Tanya Braun, Ralf Mller, Alexander Waschkau, Christoph Strumann, Jost Steinhuser |
| 2018 | KI | Towards Preventing Unnecessary Groundings in the Lifted Dynamic Junction Tree Algorithm. | Marcel Gehrke, Tanya Braun, Ralf Mller |