1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.CV2022
On the sensitivity of pose estimation neural networks: rotation parameterizations, Lipschitz constants, and provable bounds
Trevor Avant, Kristi A. Morgansen
In this paper, we approach the task of determining sensitivity bounds for pose estimation neural networks. This task is particularly challenging as it requires characterizing the s…
cs.LG2021
Analytical bounds on the local Lipschitz constants of ReLU networks
Trevor Avant, Kristi A. Morgansen
In this paper, we determine analytical upper bounds on the local Lipschitz constants of feedforward neural networks with ReLU activation functions. We do so by deriving Lipschitz c…
cs.LG2020★ 1 cited
Analytical bounds on the local Lipschitz constants of affine-ReLU functions
Trevor Avant, Kristi A. Morgansen
In this paper, we determine analytical bounds on the local Lipschitz constants of of affine functions composed with rectified linear units (ReLUs). Affine-ReLU functions represent…