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03/22/2023
Robust Consensus in Ranking Data Analysis: Definitions, Properties and Computational Issues
As the issue of robustness in AI systems becomes vital, statistical lear...
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11/04/2022
An Adversarial Robustness Perspective on the Topology of Neural Networks
In this paper, we investigate the impact of neural networks (NNs) topolo...
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03/25/2022
Origins of Low-dimensional Adversarial Perturbations
In this note, we initiate a rigorous study of the phenomenon of low-dime...
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01/20/2022
Statistical Depth Functions for Ranking Distributions: Definitions, Statistical Learning and Applications
The concept of median/consensus has been widely investigated in order to...
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06/27/2019
