| Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception | Apr 29, 2025 | counterfactualHallucination | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Explanations for Medical Image Classification and Regression using Diffusion Autoencoder | Aug 2, 2024 | counterfactualimage-classification | CodeCode Available | 1 |
| IG2: Integrated Gradient on Iterative Gradient Path for Feature Attribution | Jun 16, 2024 | counterfactual | CodeCode Available | 1 |
| Counterfactual Causal Inference in Natural Language with Large Language Models | Oct 8, 2024 | ArticlesCausal Inference | CodeCode Available | 1 |
| Anytime-valid off-policy inference for contextual bandits | Oct 19, 2022 | counterfactualMulti-Armed Bandits | CodeCode Available | 1 |
| AdViCE: Aggregated Visual Counterfactual Explanations for Machine Learning Model Validation | Sep 12, 2021 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| Information Theoretic Counterfactual Learning from Missing-Not-At-Random Feedback | Sep 6, 2020 | counterfactualRecommendation Systems | CodeCode Available | 1 |
| Contrastive Counterfactual Visual Explanations With Overdetermination | Jun 28, 2021 | counterfactual | CodeCode Available | 1 |
| Modeling Causal Mechanisms with Diffusion Models for Interventional and Counterfactual Queries | Feb 2, 2023 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Introspective Distillation for Robust Question Answering | Nov 1, 2021 | counterfactualInductive Bias | CodeCode Available | 1 |
| Investigating and Simplifying Masking-based Saliency Methods for Model Interpretability | Oct 19, 2020 | counterfactual | CodeCode Available | 1 |
| I Wish I Would Have Loved This One, But I Didn't -- A Multilingual Dataset for Counterfactual Detection in Product Reviews | Apr 14, 2021 | counterfactualCounterfactual Detection | CodeCode Available | 1 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | 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 |
| LANCE: Stress-testing Visual Models by Generating Language-guided Counterfactual Images | May 30, 2023 | counterfactualLanguage Modeling | CodeCode Available | 1 |
| CLadder: Assessing Causal Reasoning in Language Models | Dec 7, 2023 | Causal InferenceCommonsense Causal Reasoning | CodeCode Available | 1 |
| CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers | Oct 24, 2020 | counterfactualDialogue State Tracking | CodeCode Available | 1 |
| Causal Inference for Spatial Treatments | Oct 31, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Learning Data Representations with Joint Diffusion Models | Jan 31, 2023 | counterfactualDomain Adaptation | CodeCode Available | 1 |
| Learning Fair Node Representations with Graph Counterfactual Fairness | Jan 10, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| Learning Time Series Counterfactuals via Latent Space Representations | Oct 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations | Jun 16, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| LEMON: Explainable Entity Matching | Oct 1, 2021 | counterfactualSensitivity | CodeCode Available | 1 |
| Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and Fairness | Jun 15, 2021 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs | May 14, 2025 | counterfactual | CodeCode Available | 1 |
| Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanations | Oct 23, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| Context-faithful Prompting for Large Language Models | Mar 20, 2023 | counterfactualMachine Reading Comprehension | CodeCode Available | 1 |
| Making Heads or Tails: Towards Semantically Consistent Visual Counterfactuals | Mar 24, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning | Feb 21, 2024 | counterfactual | CodeCode Available | 1 |
| Meaningfully Debugging Model Mistakes using Conceptual Counterfactual Explanations | Jun 24, 2021 | counterfactualmodel | CodeCode Available | 1 |
| Measuring axiomatic soundness of counterfactual image models | Mar 2, 2023 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning | Jan 12, 2023 | counterfactualRepresentation Learning | CodeCode Available | 1 |
| MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos | Jun 12, 2024 | counterfactualFuture prediction | CodeCode Available | 1 |
| Modality-Balanced Learning for Multimedia Recommendation | Jul 26, 2024 | Collaborative Filteringcounterfactual | CodeCode Available | 1 |
| Contextual Debiasing for Visual Recognition With Causal Mechanisms | Jan 1, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization | Feb 19, 2024 | Attributecounterfactual | CodeCode Available | 1 |
| Multimodal Fusion Interactions: A Study of Human and Automatic Quantification | Jun 7, 2023 | counterfactual | CodeCode Available | 1 |
| NICE: An Algorithm for Nearest Instance Counterfactual Explanations | Apr 15, 2021 | counterfactual | CodeCode Available | 1 |
| Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning | Feb 29, 2024 | counterfactualSelf-Supervised Learning | CodeCode Available | 1 |
| Cooperative Multi-Agent Reinforcement Learning with Sequential Credit Assignment | May 21, 2021 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning | Sep 22, 2023 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Counterfactual Zero-Shot and Open-Set Visual Recognition | Mar 1, 2021 | AttributeBinary Classification | CodeCode Available | 1 |
| CausaLM: Causal Model Explanation Through Counterfactual Language Models | May 27, 2020 | counterfactual | CodeCode Available | 1 |
| COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics | Feb 23, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Explainable Data-Driven Optimization: From Context to Decision and Back Again | Jan 24, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Optimal Counterfactual Explanations in Tree Ensembles | Jun 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Causal normalizing flows: from theory to practice | Jun 8, 2023 | counterfactual | CodeCode Available | 1 |
| Minimizing Weighted Counterfactual Regret with Optimistic Online Mirror Descent | Apr 22, 2024 | counterfactual | CodeCode Available | 1 |
| What-If Motion Prediction for Autonomous Driving | Aug 24, 2020 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |