Tag: poisoning
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Data Poisoning in Machine Learning: Why and How People Manipulate Training Data
Data Poisoning in Machine Learning: Why and How People Manipulate Training Data Do you know where your data has been? The post Data Poisoning in Machine Learning: Why and How People Manipulate Training Data appeared first on Towards Data Science. Stephanie Kirmer Go to original source
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A Linear Approach to Data Poisoning
A Linear Approach to Data Poisoning arXiv:2505.15175v1 Announce Type: new Abstract: We investigate the theoretical foundations of data poisoning attacks in machine learning models. Our analysis reveals that the Hessian with respect to the input serves as a diagnostic tool for detecting poisoning, exhibiting spectral signatures that characterize compromised datasets. We use random matrix theory…