| 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 |
| 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 |
| Counterfactual Analysis under Partial Identification Using Locally Robust Refinement | May 31, 2019 | counterfactual | —Unverified | 0 |
| Value Functions for Depth-Limited Solving in Zero-Sum Imperfect-Information Games | 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 |
| Model-Agnostic Counterfactual Explanations for Consequential Decisions | May 27, 2019 | counterfactualDecision Making | CodeCode Available | 1 |
| 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 |
| Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations | May 19, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 |
| Contrastive Fairness in Machine Learning | May 17, 2019 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models | May 14, 2019 | counterfactualManagement | CodeCode Available | 0 |
| Demand and Welfare Analysis in Discrete Choice Models with Social Interactions | May 10, 2019 | counterfactualDiscrete Choice Models | —Unverified | 0 |
| A Dynamic Semantics for Causal Counterfactuals | May 1, 2019 | counterfactualSentence | —Unverified | 0 |
| Tinkering with black boxes: counterfactuals uncover modularity in generative models | May 1, 2019 | counterfactual | —Unverified | 0 |
| Intrinsic Social Motivation via Causal Influence in Multi-Agent RL | May 1, 2019 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Solving zero-sum extensive-form games with arbitrary payoff uncertainty models | Apr 24, 2019 | counterfactualForm | —Unverified | 0 |
| Beauty Learning and Counterfactual Inference | Apr 24, 2019 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| ExplaiNE: An Approach for Explaining Network Embedding-based Link Predictions | Apr 22, 2019 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| AnonymousNet: Natural Face De-Identification with Measurable Privacy | Apr 19, 2019 | Attributecounterfactual | —Unverified | 0 |