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Are we protected from reprogramming deep neural nets attacks?
Are we protected from reprogramming deep neural nets attacks?
Specially crafted queries from an adversary can reprogram machine learning systems to a task that deviates from the creator’s original intent. Example: ImageNet, a system used to classify one of several categories of images was repurposed to count squares.
If you answered No then you are at risk
If you are not sure, then you might be at risk too
Recommendations
- Configure a strong client-server mutual authentication and access control to model interfaces.
- Takedown of the offending accounts.
- Identify and enforce a service-level agreement for your APIs. Determine the acceptable time-to-fix for an issue once reported and ensure the issue no longer reoccurs after the SLA expires.