Causal Discovery with Latent Confounders Based on Higher-Order Cumulants

Causal Discovery with Latent Confounders Based on Higher-Order Cumulants

31 May 2023

Zhiyi Huang

Papers citing "Causal Discovery with Latent Confounders Based on Higher-Order Cumulants"

8 / 8 papers shown

Title
Causal Discovery of Linear Non-Gaussian Causal Models with Unobserved Confounding Daniela Schkoda Elina Robeva Mathias Drton CML 34 0 0 09 Aug 2024
OCDB: Revisiting Causal Discovery with a Comprehensive Benchmark and Evaluation Framework Wei Zhou Hong Huang Guowen Zhang Ruize Shi Kehan Yin Yuanyuan Lin Bang Liu CML 47 1 0 07 Jun 2024
Causal Effect Identification in LiNGAM Models with Latent Confounders D. Tramontano Yaroslav Kivva Saber Salehkaleybar Mathias Drton Negar Kiyavash CML 29 0 0 04 Jun 2024
Local Causal Structure Learning in the Presence of Latent Variables Feng Xie Zheng Li Peng Wu Yan Zeng Chunchen Liu Zhi Geng CML 23 2 0 25 May 2024
Causal Discovery under Latent Class Confounding Bijan Mazaheri Spencer Gordon Y. Rabani Leonard J. Schulman CML 11 2 0 13 Nov 2023
A Cross-Moment Approach for Causal Effect Estimation Yaroslav Kivva Saber Salehkaleybar Negar Kiyavash CML 13 3 0 09 Jun 2023
Time-Series Domain Adaptation via Sparse Associative Structure Alignment: Learning Invariance and Variance Zijian Li Ruichu Cai Jiawei Chen Yuguang Yan Wei Chen Keli Zhang Junjian Ye CML TTA AI4TS 29 5 0 07 May 2022
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 434 0 20 Feb 2013