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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

BISCUIT: Causal Representation Learning from Binary Interactions UAI 2023
A Scale-Invariant Sorting Criterion to Find a Causal Order in Additive Noise Models NIPS 2023
Nyström $M$-Hilbert-Schmidt independence criterion UAI 2023
Distinguishing Cause from Effect on Categorical Data: The Uniform Channel Model CLEAR 2023
Learning Relational Causal Models with Cycles through Relational Acyclification AAAI 2023
Bayesian Active Causal Discovery with Multi-Fidelity Experiments NIPS 2023
Differentially Private Nonlinear Causal Discovery from Numerical Data AAAI 2023
Sample Complexity of Distinguishing Cause from Effect AISTATS 2023
On Distance and Kernel Measures of Conditional Dependence JMLR 2023
Sample Complexity Bounds for Score-Matching: Causal Discovery and Generative Modeling NIPS 2023
Causal Discovery with Unobserved Confounding and Non-Gaussian Data JMLR 2023
Meek Separators and Their Applications in Targeted Causal Discovery NIPS 2023
Causally-Aware Intraoperative Imputation for Overall Survival Time Prediction CVPR 2023
Cause-Effect Inference in Location-Scale Noise Models: Maximum Likelihood vs. Independence Testing NIPS 2023
Causal discovery from observational and interventional data across multiple environments NIPS 2023
Trust Your $\nabla$: Gradient-based Intervention Targeting for Causal Discovery NIPS 2023
Jointly Learning Consistent Causal Abstractions Over Multiple Interventional Distributions CLEAR 2023
Variance Minimization in the Wasserstein Space for Invariant Causal Prediction AISTATS 2022
Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery AAAI 2022
Amortized Inference for Causal Structure Learning NIPS 2022
Causal Discovery in Hawkes Processes by Minimum Description Length AAAI 2022
Invariant Ancestry Search ICML 2022
Identification of Linear Non-Gaussian Latent Hierarchical Structure ICML 2022
Tractable Uncertainty for Structure Learning ICML 2022
Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models ICML 2022