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06/01/2023
Conformal Prediction with Partially Labeled Data
While the predictions produced by conformal prediction are set-valued, t...
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05/25/2023
Koopman Kernel Regression
Many machine learning approaches for decision making, such as reinforcem...
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03/02/2023
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams
Explainable Artificial Intelligence (XAI) focuses mainly on batch learni...
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02/01/2023
Approximating the Shapley Value without Marginal Contributions
The Shapley value is arguably the most popular approach for assigning a ...
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09/07/2022
Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures?
This short note is a critical discussion of the quantification of aleato...
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04/19/2019
