| On the difference between building and extracting patterns: a causal analysis of deep generative models. | Jan 1, 2018 | Causal Inference | —Unverified | 0 |
| GANITE: Estimation of Individualized Treatment Effects using Generative Adversarial Nets | Jan 1, 2018 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Estimation and Inference on Heterogeneous Treatment Effects in High-Dimensional Dynamic Panels under Weak Dependence | Dec 28, 2017 | Causal InferenceModel Selection | —Unverified | 0 |
| An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls | Dec 25, 2017 | Causal InferenceConformal Prediction | CodeCode Available | 0 |
| Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms | Dec 24, 2017 | Causal Inferencecounterfactual | —Unverified | 0 |
| Obtaining Accurate Probabilistic Causal Inference by Post-Processing Calibration | Dec 22, 2017 | Causal Inference | —Unverified | 0 |
| Interventions over Predictions: Reframing the Ethical Debate for Actuarial Risk Assessment | Dec 21, 2017 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| RNN-based counterfactual prediction, with an application to homestead policy and public schooling | Dec 10, 2017 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Permutation-based Causal Inference Algorithms with Interventions | Dec 1, 2017 | Causal Inference | —Unverified | 0 |
| Causal nearest neighbor rules for optimal treatment regimes | Nov 22, 2017 | Causal InferenceVariable Selection | —Unverified | 0 |
| Estimation Considerations in Contextual Bandits | Nov 19, 2017 | Causal InferenceEconometrics | —Unverified | 0 |
| Orthogonal Machine Learning: Power and Limitations | Nov 1, 2017 | 2kBIG-bench Machine Learning | CodeCode Available | 0 |
| Synth-Validation: Selecting the Best Causal Inference Method for a Given Dataset | Oct 31, 2017 | Causal Inference | —Unverified | 0 |
| Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect | Oct 16, 2017 | Causal InferenceSubgroup Discovery | —Unverified | 0 |
| A Framework for Inferring Causality from Multi-Relational Observational Data using Conditional Independence | Aug 8, 2017 | Causal Inference | —Unverified | 0 |
| Uncertainty Assessment and False Discovery Rate Control in High-Dimensional Granger Causal Inference | Aug 1, 2017 | Causal InferenceTime Series | —Unverified | 0 |
| Feature Selection as Causal Inference: Experiments with Text Classification | Aug 1, 2017 | Causal InferenceClassification | —Unverified | 0 |
| The Inflation Technique Completely Solves the Causal Compatibility Problem | Jul 20, 2017 | Causal Inference | —Unverified | 0 |
| Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions | Jul 20, 2017 | Causal InferenceDomain Adaptation | CodeCode Available | 0 |
| FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference | Jul 19, 2017 | Causal InferenceManagement | —Unverified | 0 |
| On Adaptive Propensity Score Truncation in Causal Inference | Jul 18, 2017 | Causal Inference | CodeCode Available | 0 |
| Learning linear structural equation models in polynomial time and sample complexity | Jul 15, 2017 | Causal InferenceComputational Efficiency | —Unverified | 0 |
| Fast Restricted Causal Inference | Jul 13, 2017 | Causal Inference | —Unverified | 0 |
| Automated versus do-it-yourself methods for causal inference: Lessons learned from a data analysis competition | Jul 9, 2017 | Causal Inference | —Unverified | 0 |
| Restricted Causal Inference Algorithm | Jun 30, 2017 | Causal Inference | —Unverified | 0 |
| Collaborative-controlled LASSO for Constructing Propensity Score-based Estimators in High-Dimensional Data | Jun 30, 2017 | Causal InferenceModel Selection | —Unverified | 0 |
| Deep Counterfactual Networks with Propensity-Dropout | Jun 19, 2017 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Bias and high-dimensional adjustment in observational studies of peer effects | Jun 14, 2017 | Causal InferenceVocal Bursts Intensity Prediction | CodeCode Available | 0 |
| A Deep Causal Inference Approach to Measuring the Effects of Forming Group Loans in Online Non-profit Microfinance Platform | Jun 8, 2017 | Causal Inference | —Unverified | 0 |
| Learning Causal Structures Using Regression Invariance | May 26, 2017 | Causal Inferenceregression | —Unverified | 0 |
| Fast Causal Inference with Non-Random Missingness by Test-Wise Deletion | May 25, 2017 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Auditing Search Engines for Differential Satisfaction Across Demographics | May 24, 2017 | Causal Inference | —Unverified | 0 |
| Causal Effect Inference with Deep Latent-Variable Models | May 24, 2017 | Causal Inference | CodeCode Available | 1 |
| RankPL: A Qualitative Probabilistic Programming Language | May 19, 2017 | Causal InferenceProbabilistic Programming | —Unverified | 0 |
| GP CaKe: Effective brain connectivity with causal kernels | May 16, 2017 | Causal Inference | —Unverified | 0 |
| Learning Quadratic Variance Function (QVF) DAG models via OverDispersion Scoring (ODS) | Apr 28, 2017 | Causal Inference | —Unverified | 0 |
| Efficient and accurate causal inference with hidden confounders from genome-transcriptome variation data | Apr 17, 2017 | Causal Inference | CodeCode Available | 0 |
| Counterfactual Fairness | Mar 20, 2017 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 0 |
| Estimation and Inference on Nonlinear and Heterogeneous Effects | Mar 16, 2017 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| Probabilistic Matching: Causal Inference under Measurement Errors | Mar 13, 2017 | Causal Inference | —Unverified | 0 |
| Outcome-adaptive lasso: variable selection for causal inference | Mar 8, 2017 | Causal InferenceVariable Selection | CodeCode Available | 0 |
| Causal Inference by Stochastic Complexity | Feb 22, 2017 | Causal Inference | —Unverified | 0 |
| Causal Inference on Multivariate and Mixed-Type Data | Feb 21, 2017 | Causal InferenceVocal Bursts Type Prediction | —Unverified | 0 |
| Simple rules for complex decisions | Feb 15, 2017 | Causal Inferencecounterfactual | —Unverified | 0 |
| Interaction Information for Causal Inference: The Case of Directed Triangle | Jan 30, 2017 | Causal Inference | —Unverified | 0 |
| Semidefinite tests for latent causal structures | Jan 3, 2017 | Causal Inference | —Unverified | 0 |
| Generalized Optimal Matching Methods for Causal Inference | Dec 26, 2016 | Causal Inference | —Unverified | 0 |
| Joint Causal Inference from Multiple Contexts | Nov 30, 2016 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Causal Inference in Observational Data | Nov 15, 2016 | Causal Inference | —Unverified | 0 |
| Entropic Causal Inference | Nov 12, 2016 | Causal Inference | CodeCode Available | 0 |
