| Towards Logical Specification of Statistical Machine Learning | Jul 24, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Off-policy Learning for Multiple Loggers | Jul 23, 2019 | counterfactual | —Unverified | 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 |
| The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations | Jul 22, 2019 | counterfactual | CodeCode Available | 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 |
| Interpretable Counterfactual Explanations Guided by Prototypes | Jul 3, 2019 | counterfactualDiagnostic | CodeCode Available | 2 |
| Circuit-Based Intrinsic Methods to Detect Overfitting | Jul 3, 2019 | counterfactualMemorization | —Unverified | 0 |
| Errudite: Scalable, Reproducible, and Testable Error Analysis | Jul 1, 2019 | counterfactual | CodeCode Available | 0 |
| The Sensitivity of Counterfactual Fairness to Unmeasured Confounding | Jul 1, 2019 | counterfactualFairness | 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 |
| Explaining Deep Learning Models with Constrained Adversarial Examples | Jun 25, 2019 | Classificationcounterfactual | CodeCode Available | 0 |
| A Self-supervised Approach to Hierarchical Forecasting with Applications to Groupwise Synthetic Controls | Jun 25, 2019 | counterfactualTime Series | —Unverified | 0 |
| Generating Counterfactual and Contrastive Explanations using SHAP | Jun 21, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias | Jun 14, 2019 | Attributecounterfactual | —Unverified | 0 |
| Distributionally Robust Counterfactual Risk Minimization | Jun 14, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Issues with post-hoc counterfactual explanations: a discussion | Jun 11, 2019 | counterfactual | —Unverified | 0 |
| Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology | Jun 11, 2019 | counterfactualData Augmentation | —Unverified | 0 |
