| Reasoning about Counterfactuals to Improve Human Inverse Reinforcement Learning | Mar 3, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Counterfactually Evaluating Explanations in Recommender Systems | Mar 2, 2022 | counterfactualRecommendation Systems | —Unverified | 0 |
| Selection, Ignorability and Challenges With Causal Fairness | Feb 28, 2022 | counterfactualFairness | —Unverified | 0 |
| On Learning and Testing of Counterfactual Fairness through Data Preprocessing | Feb 25, 2022 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| Predicting the impact of treatments over time with uncertainty aware neural differential equations | Feb 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Counterfactual Explanations for Predictive Business Process Monitoring | Feb 24, 2022 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Distributional Counterfactual Analysis in High-Dimensional Setup | Feb 23, 2022 | counterfactualvalid | —Unverified | 0 |
| Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four | Feb 23, 2022 | counterfactualExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Causal Effect Identification in Cluster DAGs | Feb 22, 2022 | counterfactualvalid | —Unverified | 0 |
| A Dutch book argument for belief consistency | Feb 21, 2022 | counterfactual | —Unverified | 0 |
| Counterfactual Regret Minimization for Anti-jamming Game of Frequency Agile Radar | Feb 21, 2022 | counterfactual | —Unverified | 0 |
| Generalizable Information Theoretic Causal Representation | Feb 17, 2022 | counterfactualimage-classification | —Unverified | 0 |
| Synthetic Control As Online Linear Regression | Feb 17, 2022 | counterfactualregression | —Unverified | 0 |
| Counterfactual Analysis of the Impact of the IMF Program on Child Poverty in the Global-South Region using Causal-Graphical Normalizing Flows | Feb 17, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Single Trajectory Nonparametric Learning of Nonlinear Dynamics | Feb 16, 2022 | counterfactual | —Unverified | 0 |
| Realistic Counterfactual Explanations with Learned Relations | Feb 15, 2022 | counterfactual | —Unverified | 0 |
| Explaining Reject Options of Learning Vector Quantization Classifiers | Feb 15, 2022 | counterfactualQuantization | CodeCode Available | 0 |
| LIMREF: Local Interpretable Model Agnostic Rule-based Explanations for Forecasting, with an Application to Electricity Smart Meter Data | Feb 15, 2022 | counterfactualDecision Making | —Unverified | 0 |
| Counterfactual inference for sequential experiments | Feb 14, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Fair When Trained, Unfair When Deployed: Observable Fairness Measures are Unstable in Performative Prediction Settings | Feb 10, 2022 | counterfactualFairness | —Unverified | 0 |
| Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers | Feb 9, 2022 | counterfactualFairness | —Unverified | 0 |
| Validating Causal Inference Methods | Feb 9, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Evaluating the impact of quarantine measures on COVID-19 spread | Feb 9, 2022 | counterfactualDecision Making | —Unverified | 0 |
| Energy Management Based on Multi-Agent Deep Reinforcement Learning for A Multi-Energy Industrial Park | Feb 8, 2022 | counterfactualDeep Reinforcement Learning | —Unverified | 0 |
| Counterfactual Multi-Token Fairness in Text Classification | Feb 8, 2022 | AttributeClassification | —Unverified | 0 |
| Personalized Public Policy Analysis in Social Sciences using Causal-Graphical Normalizing Flows | Feb 7, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation | Feb 4, 2022 | counterfactual | —Unverified | 0 |
| Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods | Feb 4, 2022 | counterfactualData Augmentation | —Unverified | 0 |
| Near-Optimal Learning of Extensive-Form Games with Imperfect Information | Feb 3, 2022 | counterfactualForm | —Unverified | 0 |
| Variance-Optimal Augmentation Logging for Counterfactual Evaluation in Contextual Bandits | Feb 3, 2022 | counterfactualMulti-Armed Bandits | —Unverified | 0 |
| Learning to reason about and to act on physical cascading events | Feb 2, 2022 | counterfactual | —Unverified | 0 |
| Causal Inference Through the Structural Causal Marginal Problem | Feb 2, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space | Feb 1, 2022 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Causal Explanations and XAI | Jan 31, 2022 | counterfactualExplainable artificial intelligence | —Unverified | 0 |
| Explaining Reinforcement Learning Policies through Counterfactual Trajectories | Jan 29, 2022 | counterfactualDecision Making | CodeCode Available | 0 |
| Counterfactual Plans under Distributional Ambiguity | Jan 29, 2022 | counterfactualUncertainty Quantification | CodeCode Available | 0 |
| A Causal Lens for Controllable Text Generation | Jan 22, 2022 | AttributeCausal Inference | —Unverified | 0 |
| Causal effect of racial bias in data and machine learning algorithms on user persuasiveness & discriminatory decision making: An Empirical Study | Jan 22, 2022 | counterfactualDecision Making | —Unverified | 0 |
| Generalizing Off-Policy Evaluation From a Causal Perspective For Sequential Decision-Making | Jan 20, 2022 | counterfactualDecision Making | —Unverified | 0 |
| DRTCI: Learning Disentangled Representations for Temporal Causal Inference | Jan 20, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis | Jan 18, 2022 | counterfactualEfficient Exploration | CodeCode Available | 0 |
| Homophily in preferences or meetings? Identifying and estimating an iterative network formation model | Jan 18, 2022 | counterfactual | —Unverified | 0 |
| Principled Diverse Counterfactuals in Multilinear Models | Jan 17, 2022 | counterfactual | —Unverified | 0 |
| Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI | Jan 16, 2022 | counterfactual | —Unverified | 0 |
| Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis | Jan 16, 2022 | counterfactualRelation | —Unverified | 0 |
| Uninformative Input Features and Counterfactual Invariance: Two Perspectives on Spurious Correlations in Natural Language | Jan 16, 2022 | counterfactual | —Unverified | 0 |
| Making a (Counterfactual) Difference One Rationale at a Time | Jan 13, 2022 | counterfactualData Augmentation | CodeCode Available | 0 |
| REST: Debiased Social Recommendation via Reconstructing Exposure Strategies | Jan 13, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Kernel methods for long term dose response curves | Jan 13, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| COIN: Counterfactual Image Generation for VQA Interpretation | Jan 10, 2022 | counterfactualImage Generation | —Unverified | 0 |