| Improving Confidence in the Estimation of Values and Norms | Apr 2, 2020 | counterfactual | —Unverified | 0 |
| Counterfactual Multi-Agent Reinforcement Learning with Graph Convolution Communication | Apr 1, 2020 | counterfactualMulti-agent Reinforcement Learning | —Unverified | 0 |
| Quantifying the Economic Impact of Extreme Shocks on Businesses using Human Mobility Data: a Bayesian Causal Inference Approach | Apr 1, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems | Mar 25, 2020 | counterfactual | —Unverified | 0 |
| Plausible Counterfactuals: Auditing Deep Learning Classifiers with Realistic Adversarial Examples | Mar 25, 2020 | counterfactualDeep Learning | —Unverified | 0 |
| Robust and On-the-fly Dataset Denoising for Image Classification | Mar 24, 2020 | Classificationcounterfactual | —Unverified | 0 |
| G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes | Mar 23, 2020 | counterfactualDecision Making | —Unverified | 0 |
| ParKCa: Causal Inference with Partially Known Causes | Mar 17, 2020 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Fair inference on error-prone outcomes | Mar 17, 2020 | counterfactualFairness | —Unverified | 0 |
| Vector logic allows counterfactual virtualization by The Square Root of NOT | Mar 9, 2020 | counterfactual | —Unverified | 0 |
| ViCE: Visual Counterfactual Explanations for Machine Learning Models | Mar 5, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| What went wrong and when? Instance-wise Feature Importance for Time-series Models | Mar 5, 2020 | counterfactualFeature Importance | —Unverified | 0 |
| Explaining Groups of Points in Low-Dimensional Representations | Mar 3, 2020 | compressed sensingcounterfactual | CodeCode Available | 0 |
| Counterfactual fairness: removing direct effects through regularization | Feb 25, 2020 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| On The Reasons Behind Decisions | Feb 21, 2020 | counterfactual | —Unverified | 0 |
| Debiased Off-Policy Evaluation for Recommendation Systems | Feb 20, 2020 | counterfactualOff-policy evaluation | —Unverified | 0 |
| Learning Global Transparent Models Consistent with Local Contrastive Explanations | Feb 19, 2020 | counterfactual | —Unverified | 0 |
| Stochastic Regret Minimization in Extensive-Form Games | Feb 19, 2020 | counterfactualForm | —Unverified | 0 |
| Wireless Power Control via Counterfactual Optimization of Graph Neural Networks | Feb 17, 2020 | counterfactualGraph Neural Network | —Unverified | 0 |
| Convex Density Constraints for Computing Plausible Counterfactual Explanations | Feb 12, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| `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 |
| Revealing Neural Network Bias to Non-Experts Through Interactive Counterfactual Examples | Jan 7, 2020 | counterfactual | —Unverified | 0 |
| Minimal entropy production due to constraints on rate matrix dependencies in multipartite processes | 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 |
| Reducing Selection Bias in Counterfactual Reasoning for Individual Treatment Effects Estimation | Dec 19, 2019 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Explaining Classifiers using Adversarial Perturbations on the Perceptual Ball | Dec 19, 2019 | counterfactual | —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 |
| MetaCI: Meta-Learning for Causal Inference in a Heterogeneous Population | Dec 9, 2019 | Causal Inferencecounterfactual | —Unverified | 0 |
| Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning | Dec 9, 2019 | Atari Gamescounterfactual | —Unverified | 0 |
| Alternative Function Approximation Parameterizations for Solving Games: An Analysis of f-Regression Counterfactual Regret Minimization | Dec 6, 2019 | counterfactualregression | —Unverified | 0 |
| 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 |
| Deep representation learning for individualized treatment effect estimation using electronic health records | Dec 1, 2019 | Causal Inferencecounterfactual | CodeCode Available | 0 |