David Kaltenpoth

Affiliations:
  • CISPA Helmholtz Center for Information Security, Saarbrücken, Germany


According to our database1, David Kaltenpoth authored at least 10 papers between 2019 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

Online presence:

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Bibliography

2024
Identifying Confounding from Causal Mechanism Shifts.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023
Causal Discovery with Hidden Confounders using the Algorithmic Markov Condition.
Proceedings of the Uncertainty in Artificial Intelligence, 2023

Learning Causal Models under Independent Changes.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Nonlinear Causal Discovery with Latent Confounders.
Proceedings of the International Conference on Machine Learning, 2023

Nothing but Regrets - Privacy-Preserving Federated Causal Discovery.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

Identifying Selection Bias from Observational Data.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Regret-based Federated Causal Discovery.
Proceedings of the KDD'22 Workshop on Causal Discovery, 15 August 2022, Washington DC, USA, 2022

Discovering Invariant and Changing Mechanisms from Data.
Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

2020
Discovering Functional Dependencies from Mixed-Type Data.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

2019
We Are Not Your Real Parents: Telling Causal from Confounded using MDL.
Proceedings of the 2019 SIAM International Conference on Data Mining, 2019


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