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03/18/2021
White Paper Machine Learning in Certified Systems
Machine Learning (ML) seems to be one of the most promising solution to ...
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01/07/2021
Dataset Definition Standard (DDS)
This document gives a set of recommendations to build and manipulate the...
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01/05/2021
Local Propagation for Few-Shot Learning
The challenge in few-shot learning is that available data is not enough ...
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11/03/2020
Ensuring Dataset Quality for Machine Learning Certification
In this paper, we address the problem of dataset quality in the context ...
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02/18/2020
Few-Shot Few-Shot Learning and the role of Spatial Attention
Few-shot learning is often motivated by the ability of humans to learn n...
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08/20/2019
n-MeRCI: A new Metric to Evaluate the Correlation Between Predictive Uncertainty and True Error
As deep learning applications are becoming more and more pervasive in ro...
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03/12/2019
Dense Classification and Implanting for Few-Shot Learning
Training deep neural networks from few examples is a highly challenging ...
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06/08/2018