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Techniques to Detect and Mitigate Adversarial Attacks through Augmentation of Training Data: A Systematic Review
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  • Yanik Dabke ,
  • Dr. Guruprasad Gadgil ,
  • Viyan Dabke ,
  • Dr. Guruprasad Gadgil
Yanik Dabke
Saint Francis High School, Saint Francis High School, Saint Francis High School

Corresponding Author:[email protected]

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Dr. Guruprasad Gadgil
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Viyan Dabke
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Dr. Guruprasad Gadgil
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Abstract

This paper aims to cover and summarize research on the topic of data augmentation in cybersecurity. By exploring its use in various areas of the field, we hope to highlight the benefits of using data augmentation. To analyze a wide range of data, we opted for a systematic review.  This paper covers data augmentation in image, text, audio, and hybrid data sets as well as the different augmentation techniques.