Consistency Guarantees for Greedy Permutation-Based Causal Inference
Algorithms

Consistency Guarantees for Greedy Permutation-Based Causal Inference Algorithms

12 February 2017

Papers citing "Consistency Guarantees for Greedy Permutation-Based Causal Inference Algorithms"

16 / 16 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 86 7 0 13 Mar 2025
Integer Programming for Learning Directed Acyclic Graphs from Non-identifiable Gaussian Models Tong Xu Armeen Taeb Simge Kuccukyavuz Ali Shojaie CML 33 1 0 19 Apr 2024
Learning Linear Gaussian Polytree Models with Interventions D. Tramontano L. Waldmann Mathias Drton Eliana Duarte 36 0 0 08 Nov 2023
Order-based Structure Learning with Normalizing Flows Hamidreza Kamkari Vahid Balazadeh Meresht Vahid Zehtab Rahul G. Krishnan CML 23 1 0 14 Aug 2023
A Survey on Causal Discovery: Theory and Practice Alessio Zanga Fabio Stella CML 21 37 0 17 May 2023
Causal Razors Wai-yin Lam CML 16 0 0 20 Feb 2023
CDANs: Temporal Causal Discovery from Autocorrelated and Non-Stationary Time Series Data Muhammad Hasan Ferdous Uzma Hasan Md. Osman Gani CML 25 3 0 07 Feb 2023
Large-Scale Differentiable Causal Discovery of Factor Graphs Romain Lopez Jan-Christian Hütter J. Pritchard Aviv Regev CML AI4CE 37 40 0 15 Jun 2022
Greedy Relaxations of the Sparsest Permutation Algorithm Wai-yin Lam Bryan Andrews Joseph Ramsey 22 43 0 11 Jun 2022
PAC Generalization via Invariant Representations Advait Parulekar Karthikeyan Shanmugam Sanjay Shakkottai 24 3 0 30 May 2022
Learning Bayesian Networks in the Presence of Structural Side Information Ehsan Mokhtarian S. Akbari Fatemeh Jamshidi Jalal Etesami Negar Kiyavash 21 16 0 20 Dec 2021
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 18 181 0 23 Sep 2021
Ordering-Based Causal Discovery with Reinforcement Learning Xiaoqiang Wang Yali Du Shengyu Zhu Liangjun Ke Zhitang Chen Jianye Hao Jun Wang CML 18 63 0 14 May 2021
Greedy Causal Discovery is Geometric Svante Linusson Petter Restadh Liam Solus CML 21 9 0 05 Mar 2021
A Recursive Markov Boundary-Based Approach to Causal Structure Learning Ehsan Mokhtarian S. Akbari AmirEmad Ghassami Negar Kiyavash CML 8 17 0 10 Oct 2020
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 151 416 0 20 Feb 2013