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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

Showing 5160 of 177 papers

TitleStatusHype
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
GANMEX: One-vs-One Attributions Guided by GAN-based Counterfactual Explanation BaselinesCode0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
Fast Inference of Removal-Based Node InfluenceCode0
An exact counterfactual-example-based approach to tree-ensemble models interpretabilityCode0
Supervised Feature Compression based on Counterfactual AnalysisCode0
Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective for Molecular Property PredictionCode0
Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target PredictionCode0
Explaining Groups of Points in Low-Dimensional RepresentationsCode0
Causal Explanation of Convolutional Neural NetworksCode0
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