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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

Showing 125 of 177 papers

TitleStatusHype
Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same EndCode2
MACE: An Efficient Model-Agnostic Framework for Counterfactual ExplanationCode2
Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAICode2
OmniXAI: A Library for Explainable AICode2
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionCode2
Model-contrastive explanations through symbolic reasoningCode1
Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical ImagingCode1
OCTET: Object-aware Counterfactual ExplanationsCode1
Global Counterfactual Explainer for Graph Neural NetworksCode1
Counterfactual Explainable RecommendationCode1
GRETEL: A unified framework for Graph Counterfactual Explanation EvaluationCode1
Learning Time Series Counterfactuals via Latent Space RepresentationsCode1
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
Making Heads or Tails: Towards Semantically Consistent Visual CounterfactualsCode1
Global Counterfactual Explanations: Investigations, Implementations and ImprovementsCode1
Distributional Counterfactual Explanations With Optimal TransportCode1
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
Counterfactual Explanations in Sequential Decision Making Under UncertaintyCode1
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation AlgorithmsCode1
Adversarial Counterfactual Visual ExplanationsCode1
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Counterfactual Shapley Additive ExplanationsCode1
Instance-based Counterfactual Explanations for Time Series ClassificationCode1
Fast Diffusion-Based Counterfactuals for Shortcut Removal and GenerationCode1
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