Søren Wengel Mogensen

According to our database, Søren Wengel Mogensen authored at least 9 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes.

Georg Manten, Cecilia Casolo, Emilio Ferrucci, Søren Wengel Mogensen, Cristopher Salvi, Niki Kilbertus

CoRR, 2024

Causal discovery in a complex industrial system: A time series benchmark.

Søren Wengel Mogensen, Karin Rathsman, Per Nilsson

Proceedings of the Causal Learning and Reasoning, 2024

Faithful graphical representations of local independence.

Søren Wengel Mogensen

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023

Analyzing Complex Systems with Cascades Using Continuous-Time Bayesian Networks.

Alessandro Bregoli, Karin Rathsman, Marco Scutari, Fabio Stella, Søren Wengel Mogensen

Proceedings of the 30th International Symposium on Temporal Representation and Reasoning, 2023

Instrumental Processes Using Integrated Covariances.

Søren Wengel Mogensen

Proceedings of the Conference on Causal Learning and Reasoning, 2023

2022

Equality Constraints in Linear Hawkes Processes.

Søren Wengel Mogensen

Proceedings of the 1st Conference on Causal Learning and Reasoning, 2022

2021

Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning.

Sebastian Weichwald, Søren Wengel Mogensen, Tabitha Edith Lee, Dominik Baumann, Oliver Kroemer, Isabelle Guyon, Sebastian Trimpe, Jonas Peters, Niklas Pfister

Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track, 2021

2020

Causal screening in dynamical systems.

Søren Wengel Mogensen

Proceedings of the Thirty-Sixth Conference on Uncertainty in Artificial Intelligence, 2020

2018

Causal Learning for Partially Observed Stochastic Dynamical Systems.

Søren Wengel Mogensen, Daniel Malinsky, Niels Richard Hansen

Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence, 2018