Causal de Finetti: On the Identification of Invariant Causal Structure
in Exchangeable Data

Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data

29 March 2022

Bernhard Schölkopf

Papers citing "Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data"

10 / 10 papers shown

Title
Multi-Domain Causal Discovery in Bijective Causal Models Kasra Jalaldoust Saber Salehkaleybar Negar Kiyavash CML 76 0 0 30 Apr 2025
Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms R. Karlsson Jesse H. Krijthe CML 52 0 0 10 Feb 2025
Causal vs. Anticausal merging of predictors Sergio Hernan Garrido Mejia Patrick Blobaum Bernhard Schölkopf Dominik Janzing 41 0 0 14 Jan 2025
Conditionally Invariant Representation Learning for Disentangling Cellular Heterogeneity H. Aliee Ferdinand Kapl Soroor Hediyeh-zadeh Fabian J. Theis CML 31 6 0 02 Jul 2023
On the Interventional Kullback-Leibler Divergence J. Wildberger Siyuan Guo Arnab Bhattacharyya Bernhard Schölkopf OOD CML 34 6 0 10 Feb 2023
Non-parametric identifiability and sensitivity analysis of synthetic control models Jakob Zeitler Athanasios Vlontzos Ciarán M. Gilligan-Lee CML 27 6 0 18 Jan 2023
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas Griffiths Sergey Levine OCL 69 58 0 02 Jul 2022
Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis Ronan Perry Julius von Kügelgen Bernhard Schölkopf 43 48 0 04 Jun 2022
Detecting hidden confounding in observational data using multiple environments R. Karlsson Jesse H. Krijthe CML OOD 42 12 0 27 May 2022
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 438 0 20 Feb 2013