arXiv AI By Yashovardhan Sharma

A TTP by TTP Approach: Precise Malware Detection via Malicious TTP Recognition

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arXiv Machine Learning
Aug 28

Provable one-poison backdoor attacks on linear models and ReLU neural networks

The paper demonstrates that a single poisoned data point can successfully create a backdoor in linear models and ReLU neural networks without needing detailed knowledge of the training data. It establishes provable conditions under which this one‑poison attack works with high probability, achieving zero backdooring error while leaving the model’s normal performance largely unaffected. The attack relies only on coarse geometric bounds of the input space and training parameters.

By Thorsten Peinemann, Paula Arnold, Sebastian Berndt, Thomas Eisenbarth, Esfandiar Mohammadi