| Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning | Oct 16, 2019 | Multi-Task LearningRecommendation Systems | —Unverified | 0 |
| Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction | Oct 15, 2019 | Click-Through Rate PredictionMulti-Task Learning | —Unverified | 0 |
| More Powerful Selective Kernel Tests for Feature Selection | Oct 14, 2019 | feature selectionSelection bias | CodeCode Available | 0 |
| Co-Mining: Deep Face Recognition With Noisy Labels | Oct 1, 2019 | Face RecognitionSelection bias | —Unverified | 0 |
| Debiased Bayesian inference for average treatment effects | Sep 26, 2019 | Bayesian InferenceCausal Inference | CodeCode Available | 0 |
| Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit Feedback | Sep 8, 2019 | Domain AdaptationMeta-Learning | CodeCode Available | 0 |
| AlphaStock: A Buying-Winners-and-Selling-Losers Investment Strategy using Interpretable Deep Reinforcement Attention Networks | Jul 24, 2019 | Deep AttentionDeep Reinforcement Learning | —Unverified | 0 |
| To Model or to Intervene: A Comparison of Counterfactual and Online Learning to Rank from User Interactions | Jul 15, 2019 | Benchmarkingcounterfactual | CodeCode Available | 0 |
| Adjustment Criteria for Recovering Causal Effects from Missing Data | Jul 2, 2019 | Causal InferenceSelection bias | —Unverified | 0 |
| Statistical Learning from Biased Training Samples | Jun 28, 2019 | Selection bias | —Unverified | 0 |
| A Debiased MDI Feature Importance Measure for Random Forests | Jun 26, 2019 | Feature Importancefeature selection | CodeCode Available | 0 |
| Neuropathic Pain Diagnosis Simulator for Causal Discovery Algorithm Evaluation | Jun 4, 2019 | Causal DiscoverySelection bias | CodeCode Available | 0 |
| Pre-training of Graph Augmented Transformers for Medication Recommendation | Jun 2, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Are sample means in multi-armed bandits positively or negatively biased? | May 27, 2019 | Multi-Armed BanditsSelection bias | —Unverified | 0 |
| Selection Bias Explorations and Debias Methods for Natural Language Sentence Matching Datasets | May 15, 2019 | Selection biasSentence | CodeCode Available | 0 |
| Learning from Positive and Unlabeled Data with a Selection Bias | May 1, 2019 | Selection bias | —Unverified | 0 |
| Adversarial Balancing-based Representation Learning for Causal Effect Inference with Observational Data | Apr 30, 2019 | Causal InferenceRepresentation Learning | CodeCode Available | 0 |
| State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction | Mar 19, 2019 | counterfactualMatrix Completion | CodeCode Available | 0 |
| Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach | Feb 4, 2019 | Causal IdentificationCausal Inference | —Unverified | 0 |
| On the bias, risk and consistency of sample means in multi-armed bandits | Feb 2, 2019 | Multi-Armed BanditsSelection bias | —Unverified | 0 |
| Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias | Jan 2, 2019 | Selection bias | —Unverified | 0 |
| Selection and the Distribution of Female Hourly Wages in the U.S | Dec 21, 2018 | Selection bias | —Unverified | 0 |
| Uniform Convergence Bounds for Codec Selection | Dec 18, 2018 | Selection bias | —Unverified | 0 |
| Representation Learning for Treatment Effect Estimation from Observational Data | Dec 1, 2018 | Causal InferenceRepresentation Learning | CodeCode Available | 0 |
| A Simple Way to Deal with Cherry-picking | Oct 11, 2018 | Selection biasTwo-sample testing | —Unverified | 0 |
| Beyond the Selected Completely At Random Assumption for Learning from Positive and Unlabeled Data | Sep 10, 2018 | Selection bias | CodeCode Available | 0 |
| Correcting the Triplet Selection Bias for Triplet Loss | Sep 1, 2018 | Face RecognitionFine-Grained Image Classification | CodeCode Available | 0 |
| Unknown Examples & Machine Learning Model Generalization | Aug 24, 2018 | BIG-bench Machine Learningmodel | —Unverified | 0 |
| Learning under selective labels in the presence of expert consistency | Jul 2, 2018 | Data AugmentationDecision Making | —Unverified | 0 |
| Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design | Jul 1, 2018 | counterfactualGaussian Processes | CodeCode Available | 0 |
| Importance Weighted Generative Networks | Jun 7, 2018 | Selection bias | —Unverified | 0 |
| Causal programming: inference with structural causal models as finding instances of a relation | May 4, 2018 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate | Apr 21, 2018 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 0 |
| Effects of sampling skewness of the importance-weighted risk estimator on model selection | Apr 19, 2018 | Model SelectionSelection bias | CodeCode Available | 0 |
| Inference on a Distribution from Noisy Draws | Mar 13, 2018 | Selection bias | —Unverified | 0 |
| Learning Optimal Policies from Observational Data | Feb 23, 2018 | Domain AdaptationSelection bias | —Unverified | 0 |
| Distinguishing Cause from Effect Using Quantiles: Bivariate Quantile Causal Discovery | Jan 31, 2018 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms | Dec 24, 2017 | Causal Inferencecounterfactual | —Unverified | 0 |
| Robust importance-weighted cross-validation under sample selection bias | Oct 17, 2017 | General ClassificationSelection bias | CodeCode Available | 0 |
| Causally Regularized Learning with Agnostic Data Selection Bias | Aug 22, 2017 | regressionSelection bias | —Unverified | 0 |
| Nonparametric Marginal Analysis of Recurrent Events Data under Competing Risks | Jul 6, 2017 | Selection bias | —Unverified | 0 |
| Target contrastive pessimistic risk for robust domain adaptation | Jun 25, 2017 | Domain AdaptationSelection bias | CodeCode Available | 0 |
| A Comparison of Resampling and Recursive Partitioning Methods in Random Forest for Estimating the Asymptotic Variance Using the Infinitesimal Jackknife | Jun 19, 2017 | Selection biasVariable Selection | —Unverified | 0 |
| Deep Counterfactual Networks with Propensity-Dropout | Jun 19, 2017 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Selective Inference for Change Point Detection in Multi-dimensional Sequences | Jun 1, 2017 | Change Point DetectionSelection bias | —Unverified | 0 |
| Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes | Apr 10, 2017 | Bayesian Inferencecounterfactual | CodeCode Available | 0 |
| Estimating Individual Treatment Effect in Observational Data Using Random Forest Methods | Jan 19, 2017 | counterfactualSelection bias | —Unverified | 0 |
| Unbiased split variable selection for random survival forests using maximally selected rank statistics | May 11, 2016 | Selection biasSurvival Prediction | —Unverified | 0 |
| Reliable Baselines for Sentiment Analysis in Resource-Limited Languages: The Serbian Movie Review Dataset | May 1, 2016 | BIG-bench Machine LearningSelection bias | —Unverified | 0 |
| Selective Inference Approach for Statistically Sound Predictive Pattern Mining | Feb 15, 2016 | Selection biasTwo-sample testing | —Unverified | 0 |