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 5160 of 177 papers

TitleStatusHype
Generating Survival Interpretable Trajectories and DataCode0
Explainability for Machine Learning Models: From Data Adaptability to User Perception0
Game-theoretic Counterfactual Explanation for Graph Neural Networks0
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 Dataset0
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content CounterfactuallyCode0
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies0
Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQACode1
Fast Diffusion-Based Counterfactuals for Shortcut Removal and GenerationCode1
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