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07/05/2023
Evaluating AI systems under uncertain ground truth: a case study in dermatology
For safety, AI systems in health undergo thorough evaluations before dep...
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06/02/2022
Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares
Recent studies have shown that heavy tails can emerge in stochastic opti...
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06/07/2021
Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks
Neural network compression techniques have become increasingly popular a...
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03/11/2019