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A Theoretical Perspective on Subnetwork Contributions to Adversarial Robustness
To better understand these attacks and facilitate more efficient adversarial training, in this paper we develop a novel theoretical framework that investigates how the adversarial robustness of a subnetwork contributes to the robustness of the entire network.
Deep Net Triage: Analyzing the Importance of Network Layers via Structural Compression
As such, while certain structures have been found to work better than others, the significance of a model's unique structure, or the importance of a given layer, and how these translate to overall accuracy, remains unclear.
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