Author: denizdahman
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“The Norm Culture” advocates for the introduction of a security layer in continuously learning AI models to protect against data and label poisoning attacks
This paper presents a method to protect learning AI models against data and label poisoning attacks; The Norm Culture method posits that each class in an image classification problem possesses an inherent structure that serves as a primary defense against attacks—such as data or label poisoning—that can corrupt new training and testing samples during the…
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The BireyselValue, a Proposed Method for Solving a Classification Problem
This paper presents a new method for solving a classification problem; the BireyselValue method assumes that the individual traits of a class help to classify an observation based on similarity measures. The method involves three stages to solve the classification problem: the building stage, the training stage, and the prediction stage. The first two stages accomplish two key steps: firstly, five…