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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
Counterfactual Explanations via Riemannian Latent Space Traversal—0
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric AssessmentsCode0
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation—0
Global Graph Counterfactual Explanation: A Subgraph Mapping Approach—0
Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective for Molecular Property PredictionCode0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks—0
Private Counterfactual Retrieval—0
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks—0
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual ExplanationsCode0
A Counterfactual Explanation Framework for Retrieval Models—0
X-Fake: Juggling Utility Evaluation and Explanation of Simulated SAR Images—0
Generally-Occurring Model Change for Robust Counterfactual Explanations—0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk—0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
Towards Understanding the Influence of Training Samples on Explanations—0
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space—0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms—0
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution—0
Counterfactual Metarules for Local and Global Recourse—0
Mining Action Rules for Defect Reduction Planning—0
Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors—0
Does It Make Sense to Explain a Black Box With Another Black Box?Code0
Model-Based Counterfactual Explanations Incorporating Feature Space Attributes for Tabular DataCode0
Enhancing Counterfactual Explanation Search with Diffusion Distance and Directional Coherence—0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs—0
Towards Non-Adversarial Algorithmic Recourse—0
Counterfactual Analysis of Neural Networks Used to Create Fertilizer Management ZonesCode0
Fast Inference of Removal-Based Node InfluenceCode0
Verified Training for Counterfactual Explanation Robustness under Data Shift—0
Introducing User Feedback-based Counterfactual Explanations (UFCE)Code0
Generating Survival Interpretable Trajectories and DataCode0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Game-theoretic Counterfactual Explanation for Graph Neural Networks—0
Generating Likely Counterfactuals Using Sum-Product NetworksCode0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content CounterfactuallyCode0
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies—0
Robust Stochastic Graph Generator for Counterfactual Explanations—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
Counterfactual Explanation Generation with s(CASP)—0
Generating collective counterfactual explanations in score-based classification via mathematical optimizationCode0
TraCE: Trajectory Counterfactual Explanation ScoresCode0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers—0
Text-to-Image Models for Counterfactual Explanations: a Black-Box ApproachCode0
Counterfactual Explanations for Graph Classification Through the Lenses of DensityCode0
Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space—0
Counterfactual Explanation Policies in RL—0
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRICode0
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