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Causal Inference

3,333 papers

Papers per year

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277
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Papers

Variance Minimization in the Wasserstein Space for Invariant Causal Prediction AISTATS 2022
Calibration Error for Heterogeneous Treatment Effects AISTATS 2022
Learning Sparse Fixed-Structure Gaussian Bayesian Networks AISTATS 2022
Disentangling Whether from When in a Neural Mixture Cure Model for Failure Time Data AISTATS 2022
Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies AISTATS 2022
Outcome Assumptions and Duality Theory for Balancing Weights AISTATS 2022
Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022
Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022
Relational Causal Models with Cycles: Representation and Reasoning CLEAR 2022
VIM: Variational Independent Modules for Video Prediction CLEAR 2022
Causal Explanations and XAI CLEAR 2022
Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations CLEAR 2022
Disentangling Controlled Effects for Hierarchical Reinforcement Learning CLEAR 2022
Interactive rank testing by betting CLEAR 2022
Differentiable Causal Discovery Under Latent Interventions CLEAR 2022
Info Intervention and its Causal Calculus CLEAR 2022
Partial Identification with Noisy Covariates: A Robust Optimization Approach CLEAR 2022
Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLEAR 2022
Non-parametric Inference Adaptive to Intrinsic Dimension CLEAR 2022
Learning Causal Overhypotheses through Exploration in Children and Computational Models CLEAR 2022
Causal Bandits without prior knowledge using separating sets CLEAR 2022
Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA CLEAR 2022
Data-driven exclusion criteria for instrumental variable studies CLEAR 2022
Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data CLEAR 2022
Efficient Reinforcement Learning with Prior Causal Knowledge CLEAR 2022