Invariant Causal Prediction for Sequential Data

Invariant Causal Prediction for Sequential Data

25 June 2017

Niklas Pfister

Papers citing "Invariant Causal Prediction for Sequential Data"

8 / 8 papers shown

Title
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions Juan L. Gamella Armeen Taeb C. Heinze-Deml Peter Buhlmann CML 111 8 0 13 Mar 2025
DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization Jiaqi Wang Yuhang Zhou Zhixiong Zhang Qiguang Chen Yongqiang Chen James Cheng OODD 117 1 0 18 Feb 2025
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning Yihong Gu Cong Fang Peter Bühlmann Jianqing Fan OOD CML 188 2 0 07 May 2024
Invariant Subspace Decomposition Margherita Lazzaretto Jonas Peters Niklas Pfister 49 0 0 15 Apr 2024
Structural restrictions in local causal discovery: identifying direct causes of a target variable Juraj Bodik V. Chavez-Demoulin CML 52 1 0 29 Jul 2023
Goodness of fit tests for high-dimensional linear models Rajen Dinesh Shah Peter Buhlmann 50 46 0 10 Nov 2015
Causal inference using invariant prediction: identification and confidence intervals J. Peters Peter Buhlmann N. Meinshausen OOD 93 961 0 06 Jan 2015
Causal Discovery with Continuous Additive Noise Models Jonas Peters Joris Mooij Dominik Janzing Bernhard Schölkopf CML 84 563 0 26 Sep 2013