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 125 of 177 papers

TitleStatusHype
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionCode2
Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAICode2
OmniXAI: A Library for Explainable AICode2
MACE: An Efficient Model-Agnostic Framework for Counterfactual ExplanationCode2
Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same EndCode2
Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical ImagingCode1
Graph Neural Networks for Vulnerability Detection: A Counterfactual ExplanationCode1
Distributional Counterfactual Explanations With Optimal TransportCode1
Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQACode1
Fast Diffusion-Based Counterfactuals for Shortcut Removal and GenerationCode1
Model-contrastive explanations through symbolic reasoningCode1
The Effect of Counterfactuals on Reading Chest X-raysCode1
Adversarial Counterfactual Visual ExplanationsCode1
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
OCTET: Object-aware Counterfactual ExplanationsCode1
Global Counterfactual Explainer for Graph Neural NetworksCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
GRETEL: A unified framework for Graph Counterfactual Explanation EvaluationCode1
Global Counterfactual Explanations: Investigations, Implementations and ImprovementsCode1
Making Heads or Tails: Towards Semantically Consistent Visual CounterfactualsCode1
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
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