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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 11–20 of 177 papers

TitleStatusHype
Robust Counterfactual Explanations under Model Multiplicity Using Multi-Objective Optimization—0
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection—0
Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency Partition—0
Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations—0
Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series ClassificationCode0
Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAICode2
M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency MapsCode0
A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers—0
Counterfactual Explanations via Riemannian Latent Space Traversal—0
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric AssessmentsCode0
Show:102550
← PrevPage 2 of 18Next →

No leaderboard results yet.