Counterfactuals
Counterfactuals Explanations
Papers Using This Method
What Should LLMs Forget? Quantifying Personal Data in LLMs for Right-to-Be-Forgotten Requests2025-07-15Argumentative Ensembling for Robust Recourse under Model Multiplicity2025-06-25The Persistent Effects of Peru's Mining MITA: Double Machine Learning Approach2025-06-23Diffusion-based Counterfactual Augmentation: Towards Robust and Interpretable Knee Osteoarthritis Grading2025-06-18Causally Steered Diffusion for Automated Video Counterfactual Generation2025-06-17Local MDI+: Local Feature Importances for Tree-Based Models2025-06-10Diffusion Counterfactual Generation with Semantic Abduction2025-06-09Towards generating more interpretable counterfactuals via concept vectors: a preliminary study on chest X-rays2025-06-04DiCoFlex: Model-agnostic diverse counterfactuals with flexible control2025-05-29Individualised Counterfactual Examples Using Conformal Prediction Intervals2025-05-28Graph Style Transfer for Counterfactual Explainability2025-05-23Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals2025-05-20Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds2025-05-20From What Ifs to Insights: Counterfactuals in Causal Inference vs. Explainable AI2025-05-19Counterfactual Strategies for Markov Decision Processes2025-05-14NurValues: Real-World Nursing Values Evaluation for Large Language Models in Clinical Context2025-05-13A New Approach to Backtracking Counterfactual Explanations: A Causal Framework for Efficient Model Interpretability2025-05-05Teaching Humans Subtle Differences with DIFFusion2025-04-10When is using AI the rational choice? The importance of counterfactuals in AI deployment decisions2025-04-04Towards Interpretable Counterfactual Generation via Multimodal Autoregression2025-03-29