David Kaltenpoth

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 11

Top Topics

Causal Relationships

Causal Discovery

Observational Data

Top Venues

Publications

Sarah Mameche, Jilles Vreeken, David Kaltenpoth
Identifying Confounding from Causal Mechanism Shifts. AISTATS (2024)
Sarah Mameche, David Kaltenpoth, Jilles Vreeken
Learning Causal Models under Independent Changes. NeurIPS (2023)
David Kaltenpoth, Jilles Vreeken
Nonlinear Causal Discovery with Latent Confounders. ICML (2023)
David Kaltenpoth, Jilles Vreeken
Identifying Selection Bias from Observational Data. AAAI (2023)
David Kaltenpoth, Jilles Vreeken
Causal Discovery with Hidden Confounders using the Algorithmic Markov Condition. UAI (2023)
Osman Ali Mian, David Kaltenpoth, Michael Kamp, Jilles Vreeken
Nothing but Regrets - Privacy-Preserving Federated Causal Discovery. AISTATS (2023)
Osman Mian, David Kaltenpoth, Michael Kamp
Regret-based Federated Causal Discovery. CD@KDD (2022)
Sarah Mameche, David Kaltenpoth, Jilles Vreeken
Discovering Invariant and Changing Mechanisms from Data. KDD (2022)
Panagiotis Mandros, David Kaltenpoth, Mario Boley, Jilles Vreeken
Discovering Functional Dependencies from Mixed-Type Data. KDD (2020)
David Kaltenpoth, Jilles Vreeken
We Are Not Your Real Parents: Telling Causal from Confounded using MDL. SDM (2019)
David Kaltenpoth, Jilles Vreeken
We Are Not Your Real Parents: Telling Causal from Confounded using MDL. CoRR (2019)