Explanation-based data-free model extraction attacks

Deep learning (DL) has dramatically pushed the previous limits of various tasks, ranging from computer vision to natural language processing. Despite its success, the lack of model explanations thwarts the usage of these techniques in life-critical domains, e.g., medical diagnosis and self-driving s...

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Veröffentlicht in:	World wide web (Bussum) Jg. 26; H. 5; S. 3081 - 3092
Hauptverfasser:	Yan, Anli, Hou, Ruitao, Yan, Hongyang, Liu, Xiaozhang
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	New York Springer US 01.09.2023 Springer Nature B.V
Schlagworte:	Computer Science Computer vision Database Management Effectiveness Explainable artificial intelligence Information Systems Applications (incl.Internet) Natural language processing Operating Systems Privacy Special Issue on Privacy and Security in Machine Learning Synthetic data Deep neural network Black-box Model explanation Model extraction attack
ISSN:	1386-145X, 1573-1413
Online-Zugang:	Volltext
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