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causal discovery

459 papers

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Also known as

CD

Co-occurring keywords

causal inference (1619) graphical model (863) directed acyclic graph (242) causal graph (137) structure learning (341) causal structure (87) structural equation model (77) latent variable (541) causal structure learning (63) time series (434)

Papers

Causal Discovery in Linear Latent Variable Models Subject to Measurement Error NIPS 2022
A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022
The Functional LiNGAM PGM 2022
Typing assumptions improve identification in causal discovery CLEAR 2022
Obtaining Causal Information by Merging Datasets with MAXENT AISTATS 2022
Causal Bandits without prior knowledge using separating sets CLEAR 2022
CausalCity: Complex Simulations with Agency for Causal Discovery and Reasoning CLEAR 2022
A Multivariate Causal Discovery based on Post-Nonlinear Model CLEAR 2022
KCRL: A Prior Knowledge Based Causal Discovery Framework with Reinforcement Learning MLHC 2022
Maximal ancestral graph structure learning via exact search UAI 2021
Inferring Time-delayed Causal Relations in POMDPs from the Principle of Independence of Cause and Mechanism IJCAI 2021
Ordering-Based Causal Discovery with Reinforcement Learning IJCAI 2021
Learning a High-dimensional Linear Structural Equation Model via l1-Regularized Regression JMLR 2021
Differentiable Causal Discovery Under Unmeasured Confounding AISTATS 2021
Causal Autoregressive Flows AISTATS 2021
A Theory of Independent Mechanisms for Extrapolation in Generative Models AAAI 2021
ACRE: Abstract Causal REasoning Beyond Covariation CVPR 2021
Dependency in DAG models with hidden variables UAI 2021
Minimal enumeration of all possible total effects in a Markov equivalence class AISTATS 2021
Necessary and sufficient conditions for causal feature selection in time series with latent common causes ICML 2021
A Ladder of Causal Distances IJCAI 2021
Causal Discovery with Multi-Domain LiNGAM for Latent Factors IJCAI 2021
Testing Independence Between Linear Combinations for Causal Discovery AAAI 2021
Improving Causal Discovery By Optimal Bayesian Network Learning AAAI 2021
Multi-task Learning of Order-Consistent Causal Graphs NIPS 2021