| Features of Explainability: How users understand counterfactual and causal explanations for categorical and continuous features in XAI | Apr 21, 2022 | counterfactualExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| From Spoken Thoughts to Automated Driving Commentary: Predicting and Explaining Intelligent Vehicles' Actions | Apr 19, 2022 | counterfactual | —Unverified | 0 |
| auton-survival: an Open-Source Package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Event Data | Apr 15, 2022 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 |
| Causal Transformer for Estimating Counterfactual Outcomes | Apr 14, 2022 | counterfactual | CodeCode Available | 1 |
| Global Counterfactual Explanations: Investigations, Implementations and Improvements | Apr 14, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm | Apr 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Finding Counterfactual Explanations through Constraint Relaxations | Apr 7, 2022 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Knowledge Infused Decoding | Apr 6, 2022 | counterfactualQuestion Answering | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| ESCM^2: Entire Space Counterfactual Multi-Task Model for Post-Click Conversion Rate Estimation | Apr 3, 2022 | counterfactualRecommendation Systems | CodeCode Available | 0 |
| Model-agnostic Counterfactual Synthesis Policy for Interactive Recommendation | Apr 1, 2022 | counterfactualInteractive Recommendation | —Unverified | 0 |
| Implicit Feedback for Dense Passage Retrieval: A Counterfactual Approach | Apr 1, 2022 | counterfactualPassage Retrieval | CodeCode Available | 0 |
| Doubly-Robust Estimation for Correcting Position-Bias in Click Feedback for Unbiased Learning to Rank | Mar 31, 2022 | counterfactualGeneral Reinforcement Learning | CodeCode Available | 0 |
| Counterfactual Cycle-Consistent Learning for Instruction Following and Generation in Vision-Language Navigation | Mar 30, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| SurvCaus : Representation Balancing for Survival Causal Inference | Mar 29, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Estimating Nonlinear Network Data Models with Fixed Effects | Mar 29, 2022 | counterfactual | —Unverified | 0 |
| Diffusion Models for Counterfactual Explanations | Mar 29, 2022 | counterfactual | CodeCode Available | 1 |
| Cycle-Consistent Counterfactuals by Latent Transformations | Mar 28, 2022 | counterfactual | —Unverified | 0 |
| Identifying Peer Influence in Therapeutic Communities Adjusting for Latent Homophily | Mar 27, 2022 | counterfactual | CodeCode Available | 0 |
| Effective Explanations for Entity Resolution Models | Mar 24, 2022 | Attributecounterfactual | CodeCode Available | 0 |
| Making Heads or Tails: Towards Semantically Consistent Visual Counterfactuals | Mar 24, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Conceptual Edits as Counterfactual Explanations | Mar 23, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| School-age Vaccination, School Openings and Covid-19 diffusion | Mar 23, 2022 | counterfactual | —Unverified | 0 |
| Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal | Mar 23, 2022 | counterfactualFairness | —Unverified | 0 |
| Predictor Selection for Synthetic Controls | Mar 22, 2022 | counterfactualModel Selection | —Unverified | 0 |
| Diverse Counterfactual Explanations for Anomaly Detection in Time Series | Mar 21, 2022 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| On the Computation of Necessary and Sufficient Explanations | Mar 20, 2022 | counterfactual | —Unverified | 0 |
| Geometric Methods for Sampling, Optimisation, Inference and Adaptive Agents | Mar 20, 2022 | counterfactualDecision Making | —Unverified | 0 |
| PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task Regression | Mar 19, 2022 | counterfactualHeart Rate Variability | CodeCode Available | 0 |
| Counterfactual Inference of Second Opinions | Mar 16, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Measuring Fairness of Text Classifiers via Prediction Sensitivity | Mar 16, 2022 | Attributecounterfactual | —Unverified | 0 |
| CaRTS: Causality-driven Robot Tool Segmentation from Vision and Kinematics Data | Mar 15, 2022 | counterfactualSegmentation | CodeCode Available | 1 |
| Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification | Mar 15, 2022 | Classificationcounterfactual | —Unverified | 0 |
| Identifiability of Causal-based Fairness Notions: A State of the Art | Mar 11, 2022 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| Multi-Task Adversarial Learning for Treatment Effect Estimation in Basket Trials | Mar 10, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Align-Deform-Subtract: An Interventional Framework for Explaining Object Differences | Mar 9, 2022 | counterfactualObject | —Unverified | 0 |
| Structural & Granger CAUSALITY for IoT Digital Twin | Mar 8, 2022 | counterfactual | —Unverified | 0 |
| Choice and Attention across Time | Mar 7, 2022 | counterfactual | —Unverified | 0 |
| ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification | Mar 4, 2022 | counterfactualFew-Shot Learning | CodeCode Available | 0 |
| Benchmarking Instance-Centric Counterfactual Algorithms for XAI: From White Box to Black Box | Mar 4, 2022 | Benchmarkingcounterfactual | CodeCode Available | 0 |
| Translational Lung Imaging Analysis Through Disentangled Representations | Mar 3, 2022 | counterfactualDisentanglement | —Unverified | 0 |
| 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 |
| MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning | Mar 1, 2022 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| Selection, Ignorability and Challenges With Causal Fairness | Feb 28, 2022 | counterfactualFairness | —Unverified | 0 |
| Disentangling Long and Short-Term Interests for Recommendation | Feb 26, 2022 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| On Learning and Testing of Counterfactual Fairness through Data Preprocessing | Feb 25, 2022 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation | Feb 24, 2022 | counterfactualDomain Adaptation | CodeCode Available | 1 |
| Counterfactual Explanations for Predictive Business Process Monitoring | Feb 24, 2022 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Predicting the impact of treatments over time with uncertainty aware neural differential equations | Feb 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |