| Learning Global Transparent Models Consistent with Local Contrastive Explanations | Feb 19, 2020 | counterfactual | —Unverified | 0 |
| Wireless Power Control via Counterfactual Optimization of Graph Neural Networks | Feb 17, 2020 | counterfactualGraph Neural Network | —Unverified | 0 |
| Algorithmic Recourse: from Counterfactual Explanations to Interventions | Feb 14, 2020 | counterfactualDecision Making | CodeCode Available | 1 |
| Transformers as Soft Reasoners over Language | Feb 14, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Convex Density Constraints for Computing Plausible Counterfactual Explanations | Feb 12, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Decisions, Counterfactual Explanations and Strategic Behavior | Feb 11, 2020 | counterfactual | CodeCode Available | 1 |
| Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations | Feb 10, 2020 | counterfactual | CodeCode Available | 1 |
| `Why didn't you allocate this task to them?' Negotiation-Aware Explicable Task Allocation and Contrastive Explanation Generation | Feb 5, 2020 | counterfactualExplanation Generation | —Unverified | 0 |
| Safe Exploration for Optimizing Contextual Bandits | Feb 2, 2020 | counterfactualInformation Retrieval | CodeCode Available | 0 |
| Estimating Welfare Effects in a Nonparametric Choice Model: The Case of School Vouchers | Jan 31, 2020 | counterfactual | —Unverified | 0 |
| Empirical Analysis of Fictitious Play for Nash Equilibrium Computation in Multiplayer Games | Jan 30, 2020 | counterfactual | —Unverified | 0 |
| Correcting for Selection Bias in Learning-to-rank Systems | Jan 29, 2020 | counterfactualLearning-To-Rank | —Unverified | 0 |
| One Explanation Does Not Fit All: The Promise of Interactive Explanations for Machine Learning Transparency | Jan 27, 2020 | AllBIG-bench Machine Learning | —Unverified | 0 |
| On the Fairness of Randomized Trials for Recommendation with Heterogeneous Demographics and Beyond | Jan 25, 2020 | counterfactualFairness | —Unverified | 0 |
| Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach | Jan 21, 2020 | counterfactualFeature Importance | —Unverified | 0 |
| Adequate and fair explanations | Jan 21, 2020 | counterfactual | —Unverified | 0 |
| Distributional synthetic controls | Jan 17, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Algorithms in Multi-Agent Systems: A Holistic Perspective from Reinforcement Learning and Game Theory | Jan 17, 2020 | counterfactualDeep Reinforcement Learning | —Unverified | 0 |
| Probabilistic Reasoning across the Causal Hierarchy | Jan 9, 2020 | Bayesian Inferencecounterfactual | —Unverified | 0 |
| The Counterfactual χ-GAN | Jan 9, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Minimal entropy production due to constraints on rate matrix dependencies in multipartite processes | Jan 7, 2020 | counterfactual | —Unverified | 0 |
| Revealing Neural Network Bias to Non-Experts Through Interactive Counterfactual Examples | Jan 7, 2020 | counterfactual | —Unverified | 0 |
| Rational Inattention and Perceptual Distance | Dec 26, 2019 | counterfactualPerceptual Distance | —Unverified | 0 |
| Counterfactual Evaluation of Treatment Assignment Functions with Networked Observational Data | Dec 22, 2019 | Causal Inferencecounterfactual | —Unverified | 0 |
| Optimal Dynamic Treatment Regimes and Partial Welfare Ordering | Dec 20, 2019 | counterfactual | —Unverified | 0 |
| Explaining Classifiers using Adversarial Perturbations on the Perceptual Ball | Dec 19, 2019 | counterfactual | —Unverified | 0 |
| Reducing Selection Bias in Counterfactual Reasoning for Individual Treatment Effects Estimation | Dec 19, 2019 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Counterfactual thinking in cooperation dynamics | Dec 18, 2019 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Learning from Discriminatory Training Data | Dec 17, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Estimation of Auction Models with Shape Restrictions | Dec 16, 2019 | counterfactualDensity Estimation | —Unverified | 0 |
| Peek Inside the Closed World: Evaluating Autoencoder-Based Detection of DDoS to Cloud | Dec 11, 2019 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning | Dec 9, 2019 | Atari Gamescounterfactual | —Unverified | 0 |
| MetaCI: Meta-Learning for Causal Inference in a Heterogeneous Population | Dec 9, 2019 | Causal Inferencecounterfactual | —Unverified | 0 |
| Alternative Function Approximation Parameterizations for Solving Games: An Analysis of f-Regression Counterfactual Regret Minimization | Dec 6, 2019 | counterfactualregression | —Unverified | 0 |
| Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers | Dec 6, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 |
| Counterfactual Explanation Algorithms for Behavioral and Textual Data | Dec 4, 2019 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| EMAP: Explanation by Minimal Adversarial Perturbation | Dec 2, 2019 | counterfactual | —Unverified | 0 |
| Beyond classical Hamilton's Rule. State distribution asymmetry and the dynamics of altruism | Dec 1, 2019 | counterfactualWrong PDF attached | CodeCode Available | 0 |
| Deep representation learning for individualized treatment effect estimation using electronic health records | Dec 1, 2019 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles | Nov 27, 2019 | counterfactual | CodeCode Available | 0 |
| FairyTED: A Fair Rating Predictor for TED Talk Data | Nov 25, 2019 | counterfactualFairness | —Unverified | 0 |
| Policy-Gradient Training of Fair and Unbiased Ranking Functions | Nov 19, 2019 | counterfactualDecision Making | CodeCode Available | 0 |
| PRINCE: Provider-side Interpretability with Counterfactual Explanations in Recommender Systems | Nov 19, 2019 | counterfactualRecommendation Systems | CodeCode Available | 0 |
| Counterfactual Vision-and-Language Navigation via Adversarial Path Sampling | Nov 17, 2019 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| On the computation of counterfactual explanations -- A survey | Nov 15, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Fair Data Adaptation with Quantile Preservation | Nov 15, 2019 | counterfactualFairness | —Unverified | 0 |
| Question-Conditioned Counterfactual Image Generation for VQA | Nov 14, 2019 | counterfactualImage Generation | —Unverified | 0 |
| Identification in discrete choice models with imperfect information | Nov 11, 2019 | counterfactualDiscrete Choice Models | —Unverified | 0 |
| Fairness through Equality of Effort | Nov 11, 2019 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation | Nov 10, 2019 | counterfactualData Augmentation | —Unverified | 0 |