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Explainable Artificial Intelligence (XAI)

Explainable Artificial Intelligence

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TitleStatusHype
Towards a Rigorous Evaluation of Explainability for Multivariate Time Series—0
Evaluating explainable artificial intelligence methods for multi-label deep learning classification tasks in remote sensing—0
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey—0
Semantic XAI for contextualized demand forecasting explanations—0
Local Explanations via Necessity and Sufficiency: Unifying Theory and PracticeCode0
Explaining the Road Not Taken—0
Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target PredictionCode0
Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals—0
Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark DatasetCode1
A Comparative Approach to Explainable Artificial Intelligence Methods in Application to High-Dimensional Electronic Health Records: Examining the Usability of XAI—0
Explainable AI in Credit Risk Management—0
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques—0
Shapley values for feature selection: The good, the bad, and the axioms—0
Ada-SISE: Adaptive Semantic Input Sampling for Efficient Explanation of Convolutional Neural Networks—0
What Do We Want From Explainable Artificial Intelligence (XAI)? -- A Stakeholder Perspective on XAI and a Conceptual Model Guiding Interdisciplinary XAI Research—0
VitrAI -- Applying Explainable AI in the Real World—0
The human-AI relationship in decision-making: AI explanation to support people on justifying their decisions—0
Principles of Explanation in Human-AI Systems—0
Enhancing Human-Machine Teaming for Medical Prognosis Through Neural Ordinary Differential Equations (NODEs)—0
Mitigating belief projection in explainable artificial intelligence via Bayesian TeachingCode0
Convolutional Neural Network Interpretability with General Pattern Theory—0
Unbox the Black-box for the Medical Explainable AI via Multi-modal and Multi-centre Data Fusion: A Mini-Review, Two Showcases and Beyond—0
A Survey on Understanding, Visualizations, and Explanation of Deep Neural Networks—0
Hierarchical Variational Autoencoder for Visual Counterfactuals—0
Matching Representations of Explainable Artificial Intelligence and Eye Gaze for Human-Machine Interaction—0
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