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Counterfactual Explanation

Returns a contrastive argument that permits to achieve the desired class, e.g., “to obtain this loan, you need XXX of annual revenue instead of the current YYY”

Papers

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Showing 101–150 of 177 papers

TitleStatusHype
VCNet: A self-explaining model for realistic counterfactual generationCode0
OCTET: Object-aware Counterfactual ExplanationsCode1
A Mathematical Programming Approach to Optimal Classification Forests—0
Supervised Feature Compression based on Counterfactual AnalysisCode0
Motif-guided Time Series Counterfactual Explanations—0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier—0
Global Counterfactual Explainer for Graph Neural NetworksCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
CLEAR: Generative Counterfactual Explanations on Graphs—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual ExplanationCode0
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Transcending XAI Algorithm Boundaries through End-User-Inspired Design—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
On the Relationship Between Counterfactual Explainer and Recommender—0
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective—0
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
GRETEL: A unified framework for Graph Counterfactual Explanation EvaluationCode1
Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence—0
OmniXAI: A Library for Explainable AICode2
MACE: An Efficient Model-Agnostic Framework for Counterfactual ExplanationCode2
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Integrating Prior Knowledge in Post-hoc Explanations—0
Global Counterfactual Explanations: Investigations, Implementations and ImprovementsCode1
Finding Counterfactual Explanations through Constraint Relaxations—0
Making Heads or Tails: Towards Semantically Consistent Visual CounterfactualsCode1
Conceptual Edits as Counterfactual ExplanationsCode0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
On the Robustness of Sparse Counterfactual Explanations to Adverse PerturbationsCode1
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
MCCE: Monte Carlo sampling of realistic counterfactual explanationsCode0
STEEX: Steering Counterfactual Explanations with SemanticsCode1
Counterfactual Explanations for Models of CodeCode0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network—0
Counterfactual Shapley Additive ExplanationsCode1
Text Counterfactuals via Latent Optimization and Shapley-Guided SearchCode0
Learning Time Series Counterfactuals via Latent Space RepresentationsCode1
Causal Explanation of Convolutional Neural NetworksCode0
Counterfactual Explainable RecommendationCode1
CARE: Coherent Actionable Recourse based on Sound Counterfactual ExplanationsCode0
TDLS: A Top-Down Layer Searching Algorithm for Generating Counterfactual Visual Explanation—0
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation AlgorithmsCode1
A Sparsity Algorithm with Applications to Corporate Credit Rating—0
Counterfactual Explanations in Sequential Decision Making Under UncertaintyCode1
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis—0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
Optimal Counterfactual Explanations in Tree EnsemblesCode1
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