1 code implementation • 15 Jul 2019 • Jasjeet Dhaliwal, Kyle Hambrook
For $\ell_2$-norm bounded noise, we provide recovery guarantees for BP and for the case of $\ell_\infty$-norm bounded noise, we provide recovery guarantees for Dantzig Selector (DS).
no code implementations • 13 Jan 2021 • Jasjeet Dhaliwal, Kyle Hambrook
Generative priors have been shown to provide improved results over sparsity priors in linear inverse problems.
no code implementations • 25 Sep 2019 • Jasjeet Dhaliwal, Kyle Hambrook
We provide recovery guarantees for compressible signals that have been corrupted with noise and extend the framework introduced in \cite{bafna2018thwarting} to defend neural networks against $\ell_0$, $\ell_2$, and $\ell_{\infty}$-norm attacks.