| Counterfactual Risk Assessments, Evaluation, and Fairness | Aug 30, 2019 | counterfactualDecision Making | CodeCode Available | 0 |
| Counterfactual Distribution Regression for Structured Inference | Aug 20, 2019 | counterfactualregression | —Unverified | 0 |
| Forward-Selected Panel Data Approach for Program Evaluation | Aug 16, 2019 | counterfactual | CodeCode Available | 0 |
| Competitive Multi-Agent Deep Reinforcement Learning with Counterfactual Thinking | Aug 13, 2019 | counterfactualDecision Making | —Unverified | 0 |
| LoRMIkA: Local rule-based model interpretability with k-optimal associations | Aug 11, 2019 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| Measurable Counterfactual Local Explanations for Any Classifier | Aug 8, 2019 | counterfactualregression | —Unverified | 0 |
| Efficient computation of counterfactual explanations of LVQ models | Aug 2, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Tagging modality in Oceanic languages of Melanesia | Aug 1, 2019 | counterfactualTAG | —Unverified | 0 |
| Long-Term Macroeconomic Effects of Climate Change: A Cross-Country Analysis | Aug 1, 2019 | counterfactual | —Unverified | 0 |
| Bandits with Feedback Graphs and Switching Costs | Jul 29, 2019 | counterfactual | —Unverified | 0 |
| Info Intervention | Jul 24, 2019 | Causal Inferencecounterfactual | —Unverified | 0 |
| Towards Logical Specification of Statistical Machine Learning | Jul 24, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Mend The Learning Approach, Not the Data: Insights for Ranking E-Commerce Products | Jul 24, 2019 | counterfactualLearning-To-Rank | CodeCode Available | 0 |
| Off-policy Learning for Multiple Loggers | Jul 23, 2019 | counterfactual | —Unverified | 0 |
| The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations | Jul 22, 2019 | counterfactual | CodeCode Available | 0 |
| Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems | Jul 22, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Low-Variance and Zero-Variance Baselines for Extensive-Form Games | Jul 22, 2019 | counterfactualForm | —Unverified | 0 |
| Unbiased Learning to Rank: Counterfactual and Online Approaches | Jul 16, 2019 | counterfactualLearning-To-Rank | —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 |
| Counterfactual Reasoning for Fair Clinical Risk Prediction | Jul 14, 2019 | Attributecounterfactual | —Unverified | 0 |
| Task Selection Policies for Multitask Learning | Jul 14, 2019 | counterfactualNatural Language Understanding | —Unverified | 0 |
| Saliency Maps Generation for Automatic Text Summarization | Jul 12, 2019 | counterfactualText Summarization | —Unverified | 0 |
| Generative Counterfactual Introspection for Explainable Deep Learning | Jul 6, 2019 | counterfactualDeep Learning | —Unverified | 0 |
| Explaining Predictions from Tree-based Boosting Ensembles | Jul 4, 2019 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Circuit-Based Intrinsic Methods to Detect Overfitting | Jul 3, 2019 | counterfactualMemorization | —Unverified | 0 |
| The Sensitivity of Counterfactual Fairness to Unmeasured Confounding | Jul 1, 2019 | counterfactualFairness | CodeCode Available | 0 |
| Errudite: Scalable, Reproducible, and Testable Error Analysis | Jul 1, 2019 | counterfactual | CodeCode Available | 0 |
| Collaboration of AI Agents via Cooperative Multi-Agent Deep Reinforcement Learning | Jun 30, 2019 | counterfactualDeep Reinforcement Learning | —Unverified | 0 |
| Rethinking Formal Models of Partially Observable Multiagent Decision Making | Jun 26, 2019 | counterfactualDecision Making | —Unverified | 0 |
| A Self-supervised Approach to Hierarchical Forecasting with Applications to Groupwise Synthetic Controls | Jun 25, 2019 | counterfactualTime Series | —Unverified | 0 |
| Explaining Deep Learning Models with Constrained Adversarial Examples | Jun 25, 2019 | Classificationcounterfactual | CodeCode Available | 0 |
| Generating Counterfactual and Contrastive Explanations using SHAP | Jun 21, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Distributionally Robust Counterfactual Risk Minimization | Jun 14, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias | Jun 14, 2019 | Attributecounterfactual | —Unverified | 0 |
| Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology | Jun 11, 2019 | counterfactualData Augmentation | —Unverified | 0 |
| Issues with post-hoc counterfactual explanations: a discussion | Jun 11, 2019 | counterfactual | —Unverified | 0 |
| Balanced off-policy evaluation in general action spaces | Jun 9, 2019 | Binary Classificationcounterfactual | —Unverified | 0 |
| Counterfactual Inference for Consumer Choice Across Many Product Categories | Jun 6, 2019 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Finding Friend and Foe in Multi-Agent Games | Jun 5, 2019 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Neural Replicator Dynamics | Jun 1, 2019 | counterfactualDeep Reinforcement Learning | CodeCode Available | 0 |
| Diverse Generation for Multi-Agent Sports Games | Jun 1, 2019 | counterfactual | —Unverified | 0 |
| Value Functions for Depth-Limited Solving in Zero-Sum Imperfect-Information Games | May 31, 2019 | counterfactual | —Unverified | 0 |
| Counterfactual Analysis under Partial Identification Using Locally Robust Refinement | May 31, 2019 | counterfactual | —Unverified | 0 |
| The Label Complexity of Active Learning from Observational Data | May 29, 2019 | Active Learningcounterfactual | CodeCode Available | 0 |
| Learning Efficient and Effective Exploration Policies with Counterfactual Meta Policy | May 28, 2019 | counterfactualEfficient Exploration | —Unverified | 0 |
| Learning Policies from Human Data for Skat | May 27, 2019 | Card Gamescounterfactual | —Unverified | 0 |
| Explainable Reinforcement Learning Through a Causal Lens | May 27, 2019 | counterfactualreinforcement-learning | CodeCode Available | 0 |
| Equal Opportunity and Affirmative Action via Counterfactual Predictions | May 26, 2019 | counterfactualDecision Making | —Unverified | 0 |
| CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models | May 20, 2019 | counterfactualFairness | —Unverified | 0 |
| Contrastive Fairness in Machine Learning | May 17, 2019 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |