| DualFair: Fair Representation Learning at Both Group and Individual Levels via Contrastive Self-supervision | Mar 15, 2023 | counterfactualFairness | CodeCode Available | 1 | 5 |
| Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering | Jun 2, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| CELLO: Causal Evaluation of Large Vision-Language Models | Jun 27, 2024 | counterfactualDecision Making | CodeCode Available | 1 | 5 |
| Minimizing Weighted Counterfactual Regret with Optimistic Online Mirror Descent | Apr 22, 2024 | counterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Data Augmentation for Neural Machine Translation | Jun 1, 2021 | 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 |
| Causal Proxy Models for Concept-Based Model Explanations | Sep 28, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Generative Networks | Jan 15, 2021 | Classificationcounterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition | Nov 1, 2020 | counterfactualnamed-entity-recognition | 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 Triplet: An Open Challenge for Intervention-centric Causal Representation Learning | Jan 12, 2023 | counterfactualRepresentation Learning | CodeCode Available | 1 | 5 |
| DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation | Feb 24, 2022 | counterfactualDomain Adaptation | CodeCode Available | 1 | 5 |
| EgoTaskQA: Understanding Human Tasks in Egocentric Videos | Oct 8, 2022 | Action Localizationcounterfactual | CodeCode Available | 1 | 5 |
| On the Fairness of Causal Algorithmic Recourse | Oct 13, 2020 | counterfactualFairness | CodeCode Available | 1 | 5 |
| Connecting Attributions and QA Model Behavior on Realistic Counterfactuals | Apr 9, 2021 | counterfactualMachine Reading Comprehension | 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 |
| ExSum: From Local Explanations to Model Understanding | Apr 30, 2022 | counterfactualmodel | CodeCode Available | 1 | 5 |
| Polyglot or Not? Measuring Multilingual Encyclopedic Knowledge in Foundation Models | May 23, 2023 | counterfactualRetrieval | CodeCode Available | 1 | 5 |
| Intriguing Properties of Data Attribution on Diffusion Models | Nov 1, 2023 | counterfactual | CodeCode Available | 1 | 5 |
| Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information | Sep 30, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Accelerating Nash Equilibrium Convergence in Monte Carlo Settings Through Counterfactual Value Based Fictitious Play | Sep 4, 2023 | counterfactual | 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 |
| Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks | Jul 5, 2023 | counterfactualLanguage Modeling | CodeCode Available | 1 | 5 |
| Counterfactual Multi-Agent Policy Gradients | May 24, 2017 | Autonomous Vehiclescounterfactual | CodeCode Available | 1 | 5 |
| CRASS: A Novel Data Set and Benchmark to Test Counterfactual Reasoning of Large Language Models | Dec 22, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| DISSECT: Disentangled Simultaneous Explanations via Concept Traversals | May 31, 2021 | counterfactualFairness | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Do language models need world knowledge for causal understanding? | Dec 6, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Rethinking Fair Graph Neural Networks from Re-balancing | Jul 16, 2024 | counterfactualFairness | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios | May 26, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis | Jul 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Robust image representations with counterfactual contrastive learning | Sep 16, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 1 | 5 |
| Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals | Dec 18, 2020 | counterfactualGeneral Classification | CodeCode Available | 1 | 5 |
| Representation Learning of Multivariate Time Series using Attention and Adversarial Training | Jan 3, 2024 | counterfactualDecision Making | CodeCode Available | 1 | 5 |
| Counterfactual Samples Synthesizing for Robust Visual Question Answering | Mar 14, 2020 | counterfactualQuestion Answering | CodeCode Available | 1 | 5 |
| Rumor Detection with Diverse Counterfactual Evidence | Jul 18, 2023 | counterfactualDiversity | CodeCode Available | 1 | 5 |
| CausaLM: Causal Model Explanation Through Counterfactual Language Models | May 27, 2020 | counterfactual | 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 |
| See or Guess: Counterfactually Regularized Image Captioning | Aug 29, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis | May 8, 2022 | counterfactualRelation | 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 |
