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185

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Aachen authors

Patent citations

Papers per year

Papers 43

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ParaGnosis: A Tool for Parallel Knowledge Compilation
2023 Lecture notes in computer science conference-paper Computer Science Bayesian Modeling and Causal Inference

Giso H. Dal, Alfons Laarman, Peter Lucas

1

citations
Tabular: Probabilistic Inference from the Spreadsheet
2020 Cambridge University Press eBooks book-chapter Computer Science Bayesian Modeling and Causal Inference

Andrew D. Gordon, Claudio V. Russo, Marcin Szymczak, Johannes Borgström, Thore Graepel, Daniel Tarlow

0

citations
Deep Learning of Causal Structures in High Dimensions
2022 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Kai Lagemann, Christian Lagemann, Bernd Taschler, Sach Mukherjee

0

citations
Finding an $ε$-close Variation of Parameters in Bayesian Networks
2023 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Bahare Salmani, Joost-Pieter Katoen

0

citations
Finding an ϵ-Close Minimal Variation of Parameters in Bayesian Networks
2023 International Joint Conference on Artificial Intelligence conference-paper Computer Science Bayesian Modeling and Causal Inference Open access

Bahare Salmani, Joost-Pieter Katoen

0

citations
Out of Control: Reducing Probabilistic Models by Control-Flow Reduction - Experiments
2021 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Bayesian Modeling and Causal Inference Open access

Tobias Winkler

0

citations
Out of Control: Reducing Probabilistic Models by Control-Flow Reduction - Experiments
2021 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Bayesian Modeling and Causal Inference Open access

Tobias Winkler

0

citations
Reconstructing Disease Histories in Huge Discrete State Spaces
2025 Künstliche Intell. article Computer Science Bayesian Modeling and Causal Inference Open access

0

citations
IRSA 2025 : Tagungsband/proceedings: Aachen, Germany 19-20 November 2025
2026 elib (German Aerospace Center) conference-paper Computer Science Bayesian Modeling and Causal Inference Open access

Nils Nießen, C. Schindler, Raphael Pfaff, DVV Media Group GmbH

0

citations
Probabilistic pathway-based multimodal factor analysis
2024 RWTH Publications (RWTH Aachen) article Computer Science Bayesian Modeling and Causal Inference Open access

0

citations
DATA-DRIVEN CAUSAL DISCOVERY IN CATALYSIS
2026 ChemRxiv preprint Computer Science Bayesian Modeling and Causal Inference Open access

Bárbara Alves Sequeira, Adèle H. Ribeiro, Catarina Barata, Carmen Bacariza, Pedro S. F. Mendes

0

citations
Expert-aided causal discovery of ancestral graphs
2026 Information Sciences article Computer Science Bayesian Modeling and Causal Inference Open access

Tiago da Silva, Bruna Bazaluk, Eliezer de Souza da Silva, António Góis, Salem Lahlou, Dominik Heider, +3 more

0

citations
Uncertainty, probability and causality in hepatology
2026 npj gut and liver. article Computer Science Bayesian Modeling and Causal Inference Open access

Benjamin P. M. Laevens, Frank P. Pijpers, Carolin V. Schneider

0

citations
Estimating Conditional Mutual Information for Discrete-Continuous Mixtures using Multi-Dimensional Adaptive Histograms
2021 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Alexander Marx, Lincen Yang, Matthijs van Leeuwen

0

citations
Learning Unknown Intervention Targets in Structural Causal Models from Heterogeneous Data
2023 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Yuqin Yang, Saber Salehkaleybar, Negar Kiyavash

0

citations
Optimizing Causal Interventions in Hybrid Bayesian Networks
2024 Research Square preprint Computer Science Bayesian Modeling and Causal Inference Open access

Maarten Vonk, Diederick Vermetten, Jacob de Nobel, Sebastiaan Brand, Ninoslav Malekovic, Thomas Bäck, +2 more

0

citations
ACTIVA: Amortized Causal Effect Estimation via Transformer-based Variational Autoencoder
2025 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Saber Salehkaleybar, Aske Plaat, Erman Acar

0

citations
Sign Identifiability of Causal Effects in Stationary Stochastic Dynamical Systems
2026 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Gijs van Seeventer, Saber Salehkaleybar

0

citations
A survey of graphical models for decision-making: integrating causality and game theory
2026 Artificial Intelligence Review article Computer Science Bayesian Modeling and Causal Inference Open access

Maarten Vonk, Mauricio Gonzalez-Soto, Anna V. Kononova

0

citations
Data-Driven Covariate Selection for Nonparametric and Cycle-Agnostic Causal Effect Estimation
2026 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Ana Letícia Garcez Vicente, Gijs van Seeventer, Saber Salehkaleybar

0

citations

Most active Aachen authors

Anna V. Kononova 1,252 citations overall
6 papers
Thomas Bäck 22,845 citations overall
5 papers
Joost-Pieter Katoen 20,330 citations overall
5 papers
Maarten Vonk 39 citations overall
5 papers
Bahare Salmani 28 citations overall
5 papers
Alfons Laarman 1,044 citations overall
4 papers
Saber Salehkaleybar 245 citations overall
4 papers
Adèle H. Ribeiro 145 citations overall
3 papers
Tanja Alderliesten 2,770 citations overall
2 papers
Matthijs van Leeuwen 2,277 citations overall
2 papers
Diederick Vermetten 909 citations overall
2 papers
Christian Lagemann 430 citations overall
2 papers
Jacob de Nobel 341 citations overall
2 papers
Tobias Winkler 172 citations overall
2 papers
Sebastiaan Brand 79 citations overall
2 papers

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Papers per year

Papers 43

Most active Aachen authors

Bayesian Modeling and Causal Inference Sign in to save