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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 51–100 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
Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQACode1
Fast Diffusion-Based Counterfactuals for Shortcut Removal and GenerationCode1
Robust Stochastic Graph Generator for Counterfactual Explanations—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
Counterfactual Explanation Generation with s(CASP)—0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
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
Calculating and Visualizing Counterfactual Feature Importance ValuesCode0
Empowering Counterfactual Reasoning over Graph Neural Networks through InductivityCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
Counterfactual Explainer Framework for Deep Reinforcement Learning Models Using Policy DistillationCode0
The Dark Side of Explanations: Poisoning Recommender Systems with Counterfactual Examples—0
Algorithmic Recourse with Missing Values—0
A New Class of Explanations for Classifiers with Non-Binary Features—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
The Effect of Counterfactuals on Reading Chest X-raysCode1
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
Semi-supervised counterfactual explanations—0
Adversarial Counterfactual Visual ExplanationsCode1
Explaining Model Confidence Using Counterfactuals—0
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image GenerationCode0
"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition—0
Very fast, approximate counterfactual explanations for decision forests—0
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Counterfactual Editing for Search Result Explanation—0
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
Evaluating counterfactual explanations using Pearl's counterfactual method—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Style-transfer counterfactual explanations: An application to mortality prevention of ICU patientsCode0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space—0
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