Methods › Reinforcement Learning › Exploration Strategies › Counterfactuals

Counterfactuals Explanations

Counterfactuals

400 papers tagged archive 2025-07-28

Introduced by Sandra Wachter et al. in Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

The archive carries no description for this method.

Papers archive 2025-07-28

30 shown of 400, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• What Should LLMs Forget? Quantifying Personal Data in LLMs for Right-to-Be-Forgotten Requests
  15 Jul 2025 · 0 repositories · arXiv:2507.11128
• Argumentative Ensembling for Robust Recourse under Model Multiplicity
  25 Jun 2025 · 1 repository · arXiv:2506.20260
• The Persistent Effects of Peru's Mining MITA: Double Machine Learning Approach
  23 Jun 2025 · 0 repositories · arXiv:2506.18947
• Diffusion-based Counterfactual Augmentation: Towards Robust and Interpretable Knee Osteoarthritis Grading
  18 Jun 2025 · 1 repository · arXiv:2506.15748
• Causally Steered Diffusion for Automated Video Counterfactual Generation
  17 Jun 2025 · 1 repository · arXiv:2506.14404
• Local MDI+: Local Feature Importances for Tree-Based Models
  10 Jun 2025 · 0 repositories · arXiv:2506.08928
• Diffusion Counterfactual Generation with Semantic Abduction
  9 Jun 2025 · 1 repository · arXiv:2506.07883
  Syntology ran 0 of 9 samples · 9 unverified
• Towards generating more interpretable counterfactuals via concept vectors: a preliminary study on chest X-rays
  4 Jun 2025 · 1 repository · arXiv:2506.04058
• DiCoFlex: Model-agnostic diverse counterfactuals with flexible control
  29 May 2025 · 0 repositories · arXiv:2505.23700
• Individualised Counterfactual Examples Using Conformal Prediction Intervals
  28 May 2025 · 0 repositories · arXiv:2505.22326
• Graph Style Transfer for Counterfactual Explainability
  23 May 2025 · 1 repository · arXiv:2505.17542
• Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds
  20 May 2025 · 1 repository · arXiv:2505.14396
• Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals
  20 May 2025 · 0 repositories · arXiv:2505.13972
• From What Ifs to Insights: Counterfactuals in Causal Inference vs. Explainable AI
  19 May 2025 · 0 repositories · arXiv:2505.13324
• Counterfactual Strategies for Markov Decision Processes
  14 May 2025 · 0 repositories · arXiv:2505.09412
• NurValues: Real-World Nursing Values Evaluation for Large Language Models in Clinical Context
  13 May 2025 · 0 repositories · arXiv:2505.08734
• A New Approach to Backtracking Counterfactual Explanations: A Causal Framework for Efficient Model Interpretability
  5 May 2025 · 0 repositories · arXiv:2505.02435
• Teaching Humans Subtle Differences with DIFFusion
  10 Apr 2025 · 0 repositories · arXiv:2504.08046
• When is using AI the rational choice? The importance of counterfactuals in AI deployment decisions
  4 Apr 2025 · 0 repositories · arXiv:2504.05333
• Towards Interpretable Counterfactual Generation via Multimodal Autoregression
  29 Mar 2025 · 0 repositories · arXiv:2503.23149
• Visual Jenga: Discovering Object Dependencies via Counterfactual Inpainting
  27 Mar 2025 · 0 repositories · arXiv:2503.21770
• What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning
  27 Mar 2025 · 0 repositories · arXiv:2503.21055
• Diffusion Counterfactuals for Image Regressors
  26 Mar 2025 · 1 repository · arXiv:2503.20595
• Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification
  23 Mar 2025 · 0 repositories · arXiv:2503.18179
• Exploring Energy Landscapes for Minimal Counterfactual Explanations: Applications in Cybersecurity and Beyond
  23 Mar 2025 · 0 repositories · arXiv:2503.18185
• HyConEx: Hypernetwork classifier with counterfactual explanations
  16 Mar 2025 · 1 repository · arXiv:2503.12525
• Probing Network Decisions: Capturing Uncertainties and Unveiling Vulnerabilities Without Label Information
  12 Mar 2025 · 0 repositories · arXiv:2503.09068
• Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures
  11 Mar 2025 · 0 repositories · arXiv:2503.07934
• Hate in the Time of Algorithms: Evidence on Online Behavior from a Large-Scale Experiment
  8 Mar 2025 · 0 repositories · arXiv:2503.06244
• L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation
  7 Mar 2025 · 0 repositories · arXiv:2503.05245

Tasks archive 2025-07-28

20 shown of 219 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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