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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 1–50 of 177 papers

TitleStatusHype
MACE: An Efficient Model-Agnostic Framework for Counterfactual ExplanationCode2
Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAICode2
Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same EndCode2
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionCode2
OmniXAI: A Library for Explainable AICode2
GRETEL: A unified framework for Graph Counterfactual Explanation EvaluationCode1
STEEX: Steering Counterfactual Explanations with SemanticsCode1
Global Counterfactual Explanations: Investigations, Implementations and ImprovementsCode1
Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQACode1
Model-contrastive explanations through symbolic reasoningCode1
Counterfactual Shapley Additive ExplanationsCode1
OCTET: Object-aware Counterfactual ExplanationsCode1
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
Instance-based Counterfactual Explanations for Time Series ClassificationCode1
On the Robustness of Sparse Counterfactual Explanations to Adverse PerturbationsCode1
Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical ImagingCode1
Graph Neural Networks for Vulnerability Detection: A Counterfactual ExplanationCode1
Learning Time Series Counterfactuals via Latent Space RepresentationsCode1
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation AlgorithmsCode1
Adversarial Counterfactual Visual ExplanationsCode1
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial LearningCode1
Fast Diffusion-Based Counterfactuals for Shortcut Removal and GenerationCode1
The Effect of Counterfactuals on Reading Chest X-raysCode1
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
Optimal Counterfactual Explanations in Tree EnsemblesCode1
Counterfactual Explainable RecommendationCode1
Making Heads or Tails: Towards Semantically Consistent Visual CounterfactualsCode1
Distributional Counterfactual Explanations With Optimal TransportCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
Global Counterfactual Explainer for Graph Neural NetworksCode1
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Counterfactual Explanations in Sequential Decision Making Under UncertaintyCode1
A Sparsity Algorithm with Applications to Corporate Credit Rating—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
A Mathematical Programming Approach to Optimal Classification Forests—0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
CLEAR: Generative Counterfactual Explanations on Graphs—0
Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
A Novel Multi-Objective Evolutionary Algorithm for Counterfactual Generation—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review—0
Counterfactual Explanations Can Be Manipulated—0
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