SOTAVerified

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 151–177 of 177 papers

TitleStatusHype
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRICode0
Causality-based Counterfactual Explanation for Classification ModelsCode0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
Does It Make Sense to Explain a Black Box With Another Black Box?Code0
Graph Style Transfer for Counterfactual ExplainabilityCode0
CARE: Coherent Actionable Recourse based on Sound Counterfactual ExplanationsCode0
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual ExplanationCode0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
VCNet: A self-explaining model for realistic counterfactual generationCode0
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content CounterfactuallyCode0
Calculating and Visualizing Counterfactual Feature Importance ValuesCode0
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target PredictionCode0
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric AssessmentsCode0
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image GenerationCode0
Introducing User Feedback-based Counterfactual Explanations (UFCE)Code0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
Counterfactual Explanations for Models of CodeCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
Counterfactual Explanations for Graph Classification Through the Lenses of DensityCode0
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
MCCE: Monte Carlo sampling of realistic counterfactual explanationsCode0
M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency MapsCode0
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