17 citations · 27 across the 7 of their papers we have counts for
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cs.LG2023
Latent Point Collapse on a Low Dimensional Embedding in Deep Neural Network Classifiers
Luigi Sbailò, Luca Ghiringhelli
The configuration of latent representations plays a critical role in determining the performance of deep neural network classifiers. In particular, the emergence of well-separated…
cs.LG2023★ 1 cited
Uncertainty Quantification in Deep Neural Networks through Statistical Inference on Latent Space
Luigi Sbailò, Luca M. Ghiringhelli
Uncertainty-quantification methods are applied to estimate the confidence of deep-neural-networks classifiers over their predictions. However, most widely used methods are known to…