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causal inference

1619 papers

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Also known as

ITE IDA SCM CI CATE

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations AAAI 2022
Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts EMNLP 2022
Deconfounded Value Decomposition for Multi-Agent Reinforcement Learning ICML 2022
Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022
Causal Imitation Learning under Temporally Correlated Noise ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
Knowledge transfer for learning subject-specific causal models PGM 2022
Deep Counterfactual Estimation with Categorical Background Variables NIPS 2022
Policy Learning for Optimal Individualized Dose Intervals AISTATS 2022
Debiased Machine Learning without Sample-Splitting for Stable Estimators NIPS 2022
Falsification before Extrapolation in Causal Effect Estimation NIPS 2022
When Does Group Invariant Learning Survive Spurious Correlations? NIPS 2022
Causal Inference with Non-IID Data using Linear Graphical Models NIPS 2022
Adaptively Exploiting d-Separators with Causal Bandits NIPS 2022
Performative Power NIPS 2022
Finding and Listing Front-door Adjustment Sets NIPS 2022
Robust identifiability in linear structural equation models of causal inference UAI 2022
Fairness without the Sensitive Attribute via Causal Variational Autoencoder IJCAI 2022
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals WACV 2022
Semiparametric causal sufficient dimension reduction of multidimensional treatments UAI 2022
Weak Separation in Mixture Models and Implications for Principal Stratification AISTATS 2022
A causal bandit approach to learning good atomic interventions in presence of unobserved confounders UAI 2022
Deconfounded Visual Grounding AAAI 2022
Calibration Error for Heterogeneous Treatment Effects AISTATS 2022
Feature selection for discovering distributional treatment effect modifiers UAI 2022