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Computer Security
arXiv (Cornell University)
Towards Black-box Adversarial Example Detection: A Data Reconstruction-based Method
2023
Adversarial example detection is known to be an effective adversarial defense method. Black-box attack, which is a more realistic threat and has led to various black-box adversarial training-based defense methods, however, does not attract considerable attent…
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Computer Security

Protection of computer systems from information disclosure, theft or damage

Computer security (also cybersecurity , digital security , or information technology (IT) security) is a subdiscipline within the field of information security. It focuses on protecting computer software, systems, and networks from threats that can lead to unauthorized information disclosure, theft or damage to hardware, software, or data, as well as from the disruption or misdirection of the services they provide.

The growing significance of computer insecurity reflects the increasing dependence on computer systems, the Internet, and evolving wireless network standards.

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arXiv (Cornell University)
Towards Black-box Adversarial Example Detection: A Data Reconstruction-based Method
2023
Adversarial example detection is known to be an effective adversarial defense method. Black-box attack, which is a more realistic threat and has led to various black-box adversarial training-based defense methods, however, does not attract considerable attention in adversarial example detection. In this paper, we fill this gap by positioning the problem of black-box adversarial example detection (BAD). Data analysis under the introduced BAD settings demonstrates (1) the incapability of existing detectors in addres…
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