| Empirical Analysis of Model Selection for Heterogeneous Causal Effect Estimation | Nov 3, 2022 | AutoMLCausal Inference | CodeCode Available | 1 | 5 |
| MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning | Mar 1, 2022 | Contrastive Learningcounterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Explanations for Medical Image Classification and Regression using Diffusion Autoencoder | Aug 2, 2024 | counterfactualimage-classification | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Do language models need world knowledge for causal understanding? | Dec 6, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual Data Augmentation using Locally Factored Dynamics | Jul 6, 2020 | counterfactualData Augmentation | CodeCode Available | 1 | 5 |
| Anytime-valid off-policy inference for contextual bandits | Oct 19, 2022 | counterfactualMulti-Armed Bandits | CodeCode Available | 1 | 5 |
| AdViCE: Aggregated Visual Counterfactual Explanations for Machine Learning Model Validation | Sep 12, 2021 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 | 5 |
| Gumbel Counterfactual Generation From Language Models | Nov 11, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Doubly Abductive Counterfactual Inference for Text-based Image Editing | Mar 5, 2024 | counterfactualCounterfactual Inference | CodeCode Available | 1 | 5 |
| Counterfactual Generative Networks | Jan 15, 2021 | Classificationcounterfactual | CodeCode Available | 1 | 5 |
| Learning from Counterfactual Links for Link Prediction | Jun 3, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Multi-Aspect Controllable Text Generation with Disentangled Counterfactual Augmentation | May 30, 2024 | Attributecounterfactual | CodeCode Available | 1 | 5 |
| Multi-Objective Counterfactual Explanations | Apr 23, 2020 | counterfactualDiversity | CodeCode Available | 1 | 5 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | CodeCode Available | 1 | 5 |
| Counterfactual Inference for Text Classification Debiasing | Aug 1, 2021 | Classificationcounterfactual | CodeCode Available | 1 | 5 |
| Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning | Feb 29, 2024 | counterfactualSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Causal Proxy Models for Concept-Based Model Explanations | Sep 28, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning | Sep 10, 2020 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning | Jan 12, 2023 | counterfactualRepresentation Learning | CodeCode Available | 1 | 5 |
| Do We Fully Understand Students' Knowledge States? Identifying and Mitigating Answer Bias in Knowledge Tracing | Aug 15, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Empowering Language Understanding with Counterfactual Reasoning | Jun 6, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Optimal Counterfactual Explanations for Scorecard modelling | Apr 17, 2021 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Learning of Stochastic Policies with Continuous Actions: from Models to Offline Evaluation | Apr 22, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| PanoDR: Spherical Panorama Diminished Reality for Indoor Scenes | Jun 1, 2021 | counterfactual | CodeCode Available | 1 | 5 |
| Polyglot or Not? Measuring Multilingual Encyclopedic Knowledge in Foundation Models | May 23, 2023 | counterfactualRetrieval | CodeCode Available | 1 | 5 |
| Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models | Jan 1, 2021 | counterfactualText Generation | CodeCode Available | 1 | 5 |
| Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information | Sep 30, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Evaluating Reliability in Medical DNNs: A Critical Analysis of Feature and Confidence-Based OOD Detection | Aug 30, 2024 | counterfactualMedical Image Analysis | CodeCode Available | 1 | 5 |
| Q: How to Specialize Large Vision-Language Models to Data-Scarce VQA Tasks? A: Self-Train on Unlabeled Images! | Jun 6, 2023 | counterfactualData Augmentation | CodeCode Available | 1 | 5 |
| Counterfactual Multi-Agent Policy Gradients | May 24, 2017 | Autonomous Vehiclescounterfactual | CodeCode Available | 1 | 5 |
| ExSum: From Local Explanations to Model Understanding | Apr 30, 2022 | counterfactualmodel | CodeCode Available | 1 | 5 |
| Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks | Jul 5, 2023 | counterfactualLanguage Modeling | CodeCode Available | 1 | 5 |
| Modeling Causal Mechanisms with Diffusion Models for Interventional and Counterfactual Queries | Feb 2, 2023 | counterfactualCounterfactual Inference | CodeCode Available | 1 | 5 |
| Representation Learning of Multivariate Time Series using Attention and Adversarial Training | Jan 3, 2024 | counterfactualDecision Making | CodeCode Available | 1 | 5 |
| Decisions, Counterfactual Explanations and Strategic Behavior | Feb 11, 2020 | counterfactual | CodeCode Available | 1 | 5 |
| DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation | Feb 24, 2022 | counterfactualDomain Adaptation | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios | May 26, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual Samples Synthesizing and Training for Robust Visual Question Answering | Oct 3, 2021 | counterfactualDiagnostic | CodeCode Available | 1 | 5 |
| RL4RS: A Real-World Dataset for Reinforcement Learning based Recommender System | Oct 18, 2021 | Combinatorial Optimizationcounterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Recipe Generation: Exploring Compositional Generalization in a Realistic Scenario | Oct 20, 2022 | counterfactualRecipe Generation | CodeCode Available | 1 | 5 |
| Counterfactual Shapley Additive Explanations | Oct 27, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 | 5 |
| Counterfactual Temporal Point Processes | Nov 15, 2021 | counterfactualPoint Processes | CodeCode Available | 1 | 5 |
| RouteExplainer: An Explanation Framework for Vehicle Routing Problem | Mar 6, 2024 | Combinatorial Optimizationcounterfactual | CodeCode Available | 1 | 5 |
| CausaLM: Causal Model Explanation Through Counterfactual Language Models | May 27, 2020 | counterfactual | CodeCode Available | 1 | 5 |
| SCOUT: Self-aware Discriminant Counterfactual Explanations | Apr 16, 2020 | Attributecounterfactual | CodeCode Available | 1 | 5 |
| The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations | Jun 1, 2021 | counterfactualFeature Importance | CodeCode Available | 1 | 5 |
| Semi-Supervised Learning for Deep Causal Generative Models | Mar 27, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causal normalizing flows: from theory to practice | Jun 8, 2023 | counterfactual | CodeCode Available | 1 | 5 |
| A Counterfactual Collaborative Session-based Recommender System | Jan 31, 2023 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| What-If Motion Prediction for Autonomous Driving | Aug 24, 2020 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 | 5 |
