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

Showing 126150 of 177 papers

TitleStatusHype
Global Counterfactual Explanations: Investigations, Implementations and ImprovementsCode1
Finding Counterfactual Explanations through Constraint Relaxations0
Making Heads or Tails: Towards Semantically Consistent Visual CounterfactualsCode1
Conceptual Edits as Counterfactual ExplanationsCode0
Counterfactual Explanations for Predictive Business Process Monitoring0
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 Network0
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 Explanation0
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation AlgorithmsCode1
A Sparsity Algorithm with Applications to Corporate Credit Rating0
Counterfactual Explanations in Sequential Decision Making Under UncertaintyCode1
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
Optimal Counterfactual Explanations in Tree EnsemblesCode1
Show:102550
← PrevPage 6 of 8Next →

No leaderboard results yet.