Tomasz Piotrowski

Iterative Neural Networks with Bounded Weights

2019 · arXiv (Cornell University)

A recent analysis of a model of iterative neural network in Hilbert spaces established fundamental properties of such networks, such as existence of the fixed points sets, convergence analysis, and Lipschitz continuity. Building on these …

Inverse Feasibility in Over-the-Air Federated Learning

2024 · IEEE Signal Processing Letters

We introduce the concept of inverse feasibility for linear forward models as a tool to enhance Over-the-Air (OTA) federated learning (FL) algorithms. Inverse feasibility is defined as an upper bound on the condition number of …