| Causal Inference under Data Restrictions | Jan 20, 2023 | Causal Inferencecounterfactual | —Unverified | 0 |
| Spatio-temporal neural structural causal models for bike flow prediction | Jan 19, 2023 | counterfactualPrediction | CodeCode Available | 1 |
| Optimal Transport for Counterfactual Estimation: A Method for Causal Inference | Jan 18, 2023 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Data-Driven Estimation of Heterogeneous Treatment Effects | Jan 16, 2023 | counterfactualHeterogeneous Treatment Effect Estimation | —Unverified | 0 |
| Doubly Robust Counterfactual Classification | Jan 15, 2023 | Classificationcounterfactual | —Unverified | 0 |
| Efficient and robust transfer learning of optimal individualized treatment regimes with right-censored survival data | Jan 13, 2023 | counterfactualparameter estimation | CodeCode Available | 0 |
| Explaining ELH Concept Descriptions through Counterfactual Reasoning | Jan 12, 2023 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning | Jan 12, 2023 | counterfactualRepresentation Learning | CodeCode Available | 1 |
| Evaluating counterfactual explanations using Pearl's counterfactual method | Jan 6, 2023 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Evaluation of Induced Expert Knowledge in Causal Structure Learning by NOTEARS | Jan 4, 2023 | Causal Discoverycounterfactual | —Unverified | 0 |
| Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy | Jan 4, 2023 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Continual Causal Effect Estimation: Challenges and Opportunities | Jan 3, 2023 | Causal Inferencecounterfactual | —Unverified | 0 |
| Counterfactual-based Saliency Map: Towards Visual Contrastive Explanations for Neural Networks | Jan 1, 2023 | counterfactual | —Unverified | 0 |
| Style-transfer counterfactual explanations: An application to mortality prevention of ICU patients | Jan 1, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space | Jan 1, 2023 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Multimodal Explainability via Latent Shift applied to COVID-19 stratification | Dec 28, 2022 | counterfactualPrognosis | —Unverified | 0 |
| Simplifying Causality: A Brief Review of Philosophical Views and Definitions with Examples from Economics, Education, Medicine, Policy, Physics and Engineering | Dec 27, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Pearl Causal Hierarchy on Image Data: Intricacies & Challenges | Dec 23, 2022 | counterfactual | —Unverified | 0 |
| Towards Causal Credit Assignment | Dec 22, 2022 | counterfactual | CodeCode Available | 0 |
| VCNet: A self-explaining model for realistic counterfactual generation | Dec 21, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Enhancing Resilience: Model-based Simulations | Dec 21, 2022 | counterfactualmodel | —Unverified | 0 |
| Causal Inference for Knowledge Graph based Recommendation | Dec 20, 2022 | Causal InferenceCollaborative Filtering | CodeCode Available | 0 |
| Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning | Dec 20, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| DISCO: Distilling Counterfactuals with Large Language Models | Dec 20, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Sanctions and Imports of Essential Goods: A Closer Look at the Equipo Anova (2021) Results | Dec 19, 2022 | counterfactual | —Unverified | 0 |
| Identification of time-varying counterfactual parameters in nonlinear panel models | Dec 18, 2022 | counterfactual | —Unverified | 0 |
| Know What I don't Know: Handling Ambiguous and Unanswerable Questions for Text-to-SQL | Dec 17, 2022 | counterfactualText to SQL | CodeCode Available | 1 |
| TCFimt: Temporal Counterfactual Forecasting from Individual Multiple Treatment Perspective | Dec 17, 2022 | Contrastive Learningcounterfactual | —Unverified | 0 |
| Causal Temporal Reasoning for Markov Decision Processes | Dec 16, 2022 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ | Dec 16, 2022 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Neural Network Augmented Compartmental Pandemic Models | Dec 15, 2022 | counterfactualEpidemiology | —Unverified | 0 |
| Evaluating vaccine allocation strategies using simulation-assisted causal modelling | Dec 14, 2022 | counterfactual | CodeCode Available | 0 |
| Counterfactual Explanations for Support Vector Machine Models | Dec 14, 2022 | counterfactualvalid | —Unverified | 0 |
| On the Probability of Necessity and Sufficiency of Explaining Graph Neural Networks: A Lower Bound Optimization Approach | Dec 14, 2022 | counterfactual | CodeCode Available | 0 |
| Coordinate Ascent for Off-Policy RL with Global Convergence Guarantees | Dec 10, 2022 | counterfactual | —Unverified | 0 |
| Doubly Robust Kernel Statistics for Testing Distributional Treatment Effects | Dec 9, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Assessing the Capacity of Transformer to Abstract Syntactic Representations: A Contrastive Analysis Based on Long-distance Agreement | Dec 8, 2022 | counterfactualObject | CodeCode Available | 0 |
| Cross-view Geo-localization via Learning Disentangled Geometric Layout Correspondence | Dec 8, 2022 | Attributecounterfactual | CodeCode Available | 0 |
| The unequal effects of the health-economy tradeoff during the COVID-19 pandemic | Dec 7, 2022 | counterfactual | —Unverified | 0 |
| Counterfactuals for the Future | Dec 7, 2022 | counterfactual | —Unverified | 0 |
| Towards Explainable Motion Prediction using Heterogeneous Graph Representations | Dec 7, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Counterfactual reasoning: Do language models need world knowledge for causal understanding? | Dec 6, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Learning to Bound Counterfactual Inference from Observational, Biased and Randomised Data | Dec 6, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results | Dec 4, 2022 | counterfactualFairness | —Unverified | 0 |
| Counterfactual Learning with General Data-generating Policies | Dec 4, 2022 | counterfactualDecision Making | —Unverified | 0 |
| Intermediate Entity-based Sparse Interpretable Representation Learning | Dec 3, 2022 | counterfactualRepresentation Learning | CodeCode Available | 0 |
| A Bayesian Framework for Digital Twin-Based Control, Monitoring, and Data Collection in Wireless Systems | Dec 2, 2022 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| Rethinking Causality-driven Robot Tool Segmentation with Temporal Constraints | Nov 30, 2022 | counterfactualSegmentation | CodeCode Available | 1 |
| Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing | Nov 29, 2022 | counterfactualObject | —Unverified | 0 |
| "Explain it in the Same Way!" -- Model-Agnostic Group Fairness of Counterfactual Explanations | Nov 27, 2022 | counterfactualDecision Making | CodeCode Available | 0 |