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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

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Showing 51–100 of 177 papers

TitleStatusHype
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations—0
A Counterfactual Explanation Framework for Retrieval Models—0
Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations—0
Advancing climate model interpretability: Feature attribution for Arctic melt anomalies—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
A Mathematical Programming Approach to Optimal Classification Forests—0
Towards Understanding the Influence of Training Samples on Explanations—0
A New Class of Explanations for Classifiers with Non-Binary Features—0
A Novel Multi-Objective Evolutionary Algorithm for Counterfactual Generation—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
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
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
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation—0
Integrating Prior Knowledge in Post-hoc Explanations—0
Interpretability and Explainability: A Machine Learning Zoo Mini-tour—0
Leveraging counterfactual concepts for debugging and improving CNN model performance—0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers—0
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