Natural robustness of machine learning in the open world

Modern machine learning techniques have demonstrated their excellent capabilities in many areas. Despite the human-surpassing performance in experimental settings, many researches have revealed the vulnerability of machine learning models caused by the violation of fundamental assumptions in real-wo...

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Bibliographic Details
Main Author: Wei, Hongxin
Other Authors: Bo An
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/166625
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Institution: Nanyang Technological University
Language: English