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Explainable Artificial Intelligence (XAI)

Explainable Artificial Intelligence

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TitleStatusHype
XAI Methods for Neural Time Series Classification: A Brief Review—0
Misleading the Covid-19 vaccination discourse on Twitter: An exploratory study of infodemic around the pandemicCode0
An Experimental Study of Quantitative Evaluations on Saliency Methods—0
Seven challenges for harmonizing explainability requirements—0
Harnessing value from data science in business: ensuring explainability and fairness of solutions—0
Interpretable Summaries of Black Box Incident Triaging with Subgroup DiscoveryCode0
Knowledge-intensive Language Understanding for Explainable AI—0
On the Importance of Domain-specific Explanations in AI-based Cybersecurity Systems (Technical Report)—0
GHOST at SemEval-2021 Task 5: Is explanation all you need?—0
Towards explainable artificial intelligence (XAI) for early anticipation of traffic accidentsCode0
MAIR: Framework for mining relationships between research articles, strategies, and regulations in the field of explainable artificial intelligence—0
The Who in XAI: How AI Background Shapes Perceptions of AI Explanations—0
Resisting Out-of-Distribution Data Problem in Perturbation of XAI—0
Explainable artificial intelligence (XAI) in deep learning-based medical image analysis—0
GLIME: A new graphical methodology for interpretable model-agnostic explanations—0
Proceedings of ICML 2021 Workshop on Theoretic Foundation, Criticism, and Application Trend of Explainable AI—0
Explainable AI: current status and future directions—0
How to choose an Explainability Method? Towards a Methodical Implementation of XAI in Practice—0
Explainable AI (XAI) for PHM of Industrial Asset: A State-of-The-Art, PRISMA-Compliant Systematic Review—0
Levels of explainable artificial intelligence for human-aligned conversational explanations—0
Does Dataset Complexity Matters for Model Explainers?Code0
A Review of Explainable Artificial Intelligence in Manufacturing—0
Quantitative Evaluation of Explainable Graph Neural Networks for Molecular Property PredictionCode1
Quality Metrics for Transparent Machine Learning With and Without Humans In the Loop Are Not Correlated—0
Crowdsourcing Evaluation of Saliency-based XAI Methods—0
An XAI Approach to Deep Learning Models in the Detection of DCIS—0
Explanatory Pluralism in Explainable AI—0
Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAyCode1
Human-in-the-loop model explanation via verbatim boundary identification in generated neighborhoodsCode0
Evaluation of Saliency-based Explainability Method—0
Synthetic Benchmarks for Scientific Research in Explainable Machine LearningCode1
A Turing Test for Transparency—0
Rational Shapley ValuesCode0
Developing a Fidelity Evaluation Approach for Interpretable Machine LearningCode0
Toward Affective XAI: Facial Affect Analysis for Understanding Explainable Human-AI Interactions—0
Pitfalls of Explainable ML: An Industry Perspective—0
Counterfactual Explanations as Interventions in Latent SpaceCode0
Can Explainable AI Explain Unfairness? A Framework for Evaluating Explainable AI—0
An Interaction-based Convolutional Neural Network (ICNN) Towards Better Understanding of COVID-19 X-ray ImagesCode0
Explaining the Deep Natural Language Processing by Mining Textual Interpretable Features—0
Brittle AI, Causal Confusion, and Bad Mental Models: Challenges and Successes in the XAI Program—0
Exploiting auto-encoders and segmentation methods for middle-level explanations of image classification systems—0
Revealing drivers and risks for power grid frequency stability with explainable AICode0
Explainable Artificial Intelligence (XAI) for Increasing User Trust in Deep Reinforcement Learning Driven Autonomous Systems—0
To trust or not to trust an explanation: using LEAF to evaluate local linear XAI methodsCode1
Explainability via Interactivity? Supporting Nonexperts' Sensemaking of Pretrained CNN by Interacting with Their Daily Surroundings—0
A unified logical framework for explanations in classifier systems—0
Do not explain without context: addressing the blind spot of model explanations—0
Designing ECG Monitoring Healthcare System with Federated Transfer Learning and Explainable AI—0
Argumentative XAI: A Survey—0
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