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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 51–75 of 177 papers

TitleStatusHype
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
Distributional Counterfactual Explanations With Optimal TransportCode1
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
Fast Diffusion-Based Counterfactuals for Shortcut Removal and GenerationCode1
Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQACode1
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
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations—0
Counterfactual Explanation for Fairness in Recommendation—0
Model-contrastive explanations through symbolic reasoningCode1
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