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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

Tell me why! Explanations support learning relational and causal structure ICML 2022
Off-Policy Evaluation with Policy-Dependent Optimization Response NIPS 2022
Factored Adaptation for Non-Stationary Reinforcement Learning NIPS 2022
Causality-driven Hierarchical Structure Discovery for Reinforcement Learning NIPS 2022
Direct Advantage Estimation NIPS 2022
Empirical Gateaux Derivatives for Causal Inference NIPS 2022
Online Reinforcement Learning for Mixed Policy Scopes NIPS 2022
Markovian Interference in Experiments NIPS 2022
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022
Estimating Causal Effects under Network Interference with Bayesian Generalized Propensity Scores JMLR 2022
A robustness test for estimating total effects with covariate adjustment UAI 2022
Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability NIPS 2022
Deep Learning Methods for Proximal Inference via Maximum Moment Restriction NIPS 2022
Generalization Bounds for Estimating Causal Effects of Continuous Treatments NIPS 2022
Environment Diversification with Multi-head Neural Network for Invariant Learning NIPS 2022
Revisiting the general identifiability problem UAI 2022
On the definition and computation of causal treewidth UAI 2022
Cluster Randomized Designs for One-Sided Bipartite Experiments NIPS 2022
Counterfactual harm NIPS 2022
Doubly Robust Counterfactual Classification NIPS 2022
Causal forecasting: generalization bounds for autoregressive models UAI 2022
CauAIN: Causal Aware Interaction Network for Emotion Recognition in Conversations IJCAI 2022
Context-aware Information-theoretic Causal De-biasing for Interactive Sequence Labeling EMNLP 2022
Causal Distillation for Language Models NAACL 2022
Personalized Public Policy Analysis in Social Sciences Using Causal-Graphical Normalizing Flows AAAI 2022