Sayanton V. Dibbo*

Improving Robustness to Model Inversion Attacks via Sparse Coding Architectures

"Recent model inversion attack algorithms permit adversaries to reconstruct a neural network’s private and potentially sensitive training data by repeatedly querying the network. In this work, we develop a novel network architecture that leverages sparse-coding layers to obtain superior robustness t…