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 101–150 of 177 papers

TitleStatusHype
A Sparsity Algorithm with Applications to Corporate Credit Rating—0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier—0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
CLEAR: Generative Counterfactual Explanations on Graphs—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
Counterfactual Editing for Search Result Explanation—0
Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control—0
Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors—0
Counterfactual Explanation Based on Gradual Construction for Deep Networks—0
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection—0
Counterfactual Explanation for Fairness in Recommendation—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
Counterfactual Explanation Generation with s(CASP)—0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network—0
Counterfactual explanation of machine learning survival models—0
Counterfactual Explanation Policies in RL—0
Counterfactual Explanations Can Be Manipulated—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review—0
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Counterfactual Explanations via Riemannian Latent Space Traversal—0
Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space—0
Algorithmic Recourse with Missing Values—0
Counterfactual Metarules for Local and Global Recourse—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models—0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Enhancing Counterfactual Explanation Search with Diffusion Distance and Directional Coherence—0
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space—0
Evaluating counterfactual explanations using Pearl's counterfactual method—0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk—0
Explainable Image Classification with Evidence Counterfactual—0
Explaining Model Confidence Using Counterfactuals—0
Explaining Predictions from Tree-based Boosting Ensembles—0
Explaining the Black-box Smoothly- A Counterfactual Approach—0
Faithful Counterfactual Visual Explanations (FCVE)—0
Fast Real-time Counterfactual Explanations—0
Finding Counterfactual Explanations through Constraint Relaxations—0
Game-theoretic Counterfactual Explanation for Graph Neural Networks—0
Generally-Occurring Model Change for Robust Counterfactual Explanations—0
Global Graph Counterfactual Explanation: A Subgraph Mapping Approach—0
GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs—0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space—0
"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition—0
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques—0
Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence—0
Show:102550
← PrevPage 3 of 4Next →

No leaderboard results yet.