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05/17/2022
A psychological theory of explainability
The goal of explainable Artificial Intelligence (XAI) is to generate hum...
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06/16/2021
Explainable AI for Natural Adversarial Images
Adversarial images highlight how vulnerable modern image classifiers are...
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06/08/2021
Explainable AI for medical imaging: Explaining pneumothorax diagnoses with Bayesian Teaching
Limited expert time is a key bottleneck in medical imaging. Due to advan...
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05/16/2021
Abstraction, Validation, and Generalization for Explainable Artificial Intelligence
Neural network architectures are achieving superhuman performance on an ...
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02/07/2021
Mitigating belief projection in explainable artificial intelligence via Bayesian Teaching
State-of-the-art deep-learning systems use decision rules that are chall...
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05/27/2019
Interpretable deep Gaussian processes
We propose interpretable deep Gaussian Processes (GPs) that combine the ...
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03/09/2018
