| Finding Regions of Counterfactual Explanations via Robust Optimization | Jan 26, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Explainable Data-Driven Optimization: From Context to Decision and Back Again | Jan 24, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Spatio-temporal neural structural causal models for bike flow prediction | Jan 19, 2023 | counterfactualPrediction | CodeCode Available | 1 |
| Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning | Jan 12, 2023 | counterfactualRepresentation Learning | CodeCode Available | 1 |
| DISCO: Distilling Counterfactuals with Large Language Models | Dec 20, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Know What I don't Know: Handling Ambiguous and Unanswerable Questions for Text-to-SQL | Dec 17, 2022 | counterfactualText to SQL | CodeCode Available | 1 |
| 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 |
| Rethinking Causality-driven Robot Tool Segmentation with Temporal Constraints | Nov 30, 2022 | counterfactualSegmentation | CodeCode Available | 1 |
| OCTET: Object-aware Counterfactual Explanations | Nov 22, 2022 | Autonomous Drivingcounterfactual | CodeCode Available | 1 |
| DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question Answering | Nov 10, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Empirical Analysis of Model Selection for Heterogeneous Causal Effect Estimation | Nov 3, 2022 | AutoMLCausal Inference | CodeCode Available | 1 |
| A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges | Oct 21, 2022 | BenchmarkingCommunity Detection | CodeCode Available | 1 |
| Global Counterfactual Explainer for Graph Neural Networks | Oct 21, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Life is a Circus and We are the Clowns: Automatically Finding Analogies between Situations and Processes | Oct 21, 2022 | Analogical questionsAnalogical Similarity | CodeCode Available | 1 |
| Diffusion Visual Counterfactual Explanations | Oct 21, 2022 | counterfactualimage-classification | CodeCode Available | 1 |
| Counterfactual Recipe Generation: Exploring Compositional Generalization in a Realistic Scenario | Oct 20, 2022 | counterfactualRecipe Generation | CodeCode Available | 1 |
| MoCoDA: Model-based Counterfactual Data Augmentation | Oct 20, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Anytime-valid off-policy inference for contextual bandits | Oct 19, 2022 | counterfactualMulti-Armed Bandits | CodeCode Available | 1 |
| Deep Counterfactual Estimation with Categorical Background Variables | Oct 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| EgoTaskQA: Understanding Human Tasks in Egocentric Videos | Oct 8, 2022 | Action Localizationcounterfactual | CodeCode Available | 1 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | CodeCode Available | 1 |
| Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information | Sep 30, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Causal Proxy Models for Concept-Based Model Explanations | Sep 28, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| A Survey of Deep Causal Models and Their Industrial Applications | Sep 19, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Variational Causal Inference | Sep 13, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations | Sep 8, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| What is Healthy? Generative Counterfactual Diffusion for Lesion Localization | Jul 25, 2022 | counterfactualImage Segmentation | CodeCode Available | 1 |
| Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis | Jul 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Learning Counterfactually Invariant Predictors | Jul 20, 2022 | counterfactualObject Recognition | CodeCode Available | 1 |
| CA-SpaceNet: Counterfactual Analysis for 6D Pose Estimation in Space | Jul 16, 2022 | 6D Pose EstimationCausal Inference | CodeCode Available | 1 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 |
| Reinforced Path Reasoning for Counterfactual Explainable Recommendation | Jul 14, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| CoSIm: Commonsense Reasoning for Counterfactual Scene Imagination | Jul 8, 2022 | counterfactual | CodeCode Available | 1 |
| Towards Counterfactual Image Manipulation via CLIP | Jul 6, 2022 | counterfactualImage Manipulation | CodeCode Available | 1 |
| The (de)biasing effect of GAN-based augmentation methods on skin lesion images | Jun 30, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations | Jun 16, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Memory-Based Model Editing at Scale | Jun 13, 2022 | counterfactualDialogue Generation | CodeCode Available | 1 |
| Ask to Know More: Generating Counterfactual Explanations for Fake Claims | Jun 10, 2022 | Articlescounterfactual | CodeCode Available | 1 |
| ESCHER: Eschewing Importance Sampling in Games by Computing a History Value Function to Estimate Regret | Jun 8, 2022 | counterfactual | CodeCode Available | 1 |
| GRETEL: A unified framework for Graph Counterfactual Explanation Evaluation | Jun 7, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| D'ARTAGNAN: Counterfactual Video Generation | Jun 3, 2022 | Anatomycounterfactual | CodeCode Available | 1 |
| From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering | May 30, 2022 | counterfactualDescriptive | CodeCode Available | 1 |
| CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior | May 27, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Sparse Visual Counterfactual Explanations in Image Space | May 16, 2022 | counterfactual | CodeCode Available | 1 |
| Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis | May 8, 2022 | counterfactualRelation | CodeCode Available | 1 |
| ExSum: From Local Explanations to Model Understanding | Apr 30, 2022 | counterfactualmodel | CodeCode Available | 1 |
| User-controllable Recommendation Against Filter Bubbles | Apr 29, 2022 | Blockingcounterfactual | CodeCode Available | 1 |
| 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 |
