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Found 3 papers, 3 papers with code
How to 0wn the NAS in Your Spare Time
New data processing pipelines and novel network architectures increasingly drive the success of deep learning.
How to 0wn NAS in Your Spare Time
This provides an incentive for adversaries to steal these novel architectures; when used in the cloud, to provide Machine Learning as a Service, the adversaries also have an opportunity to reconstruct the architectures by exploiting a range of hardware side channels.
Security Analysis of Deep Neural Networks Operating in the Presence of Cache Side-Channel Attacks
Based on the extracted architecture attributes, we also demonstrate that an attacker can build a meta-model that accurately fingerprints the architecture and family of the pre-trained model in a transfer learning setting.
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