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- W4380136213 abstract "Due to data's unavailability or large size, and the high computational and human labor costs of training machine learning models, it is a common practice to rely on open source pre-trained models whenever possible. However, this practice is worry some from the security perspective. Pre-trained models can be infected with Trojan attacks, in which the attacker embeds a trigger in the model such that the model's behavior can be controlled by the attacker when the trigger is present in the input. In this paper, we present our preliminary work on a novel method for Trojan model detection. Our method creates a signature for a model based on activation optimization. A classifier is then trained to detect a Trojan model given its signature. Our method achieves state of the art performance on two public datasets." @default.
- W4380136213 created "2023-06-10" @default.
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- W4380136213 date "2023-06-07" @default.
- W4380136213 modified "2023-10-18" @default.
- W4380136213 title "Trojan Model Detection Using Activation Optimization" @default.
- W4380136213 doi "https://doi.org/10.48550/arxiv.2306.04877" @default.
- W4380136213 hasPublicationYear "2023" @default.
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