no code implementations • 24 Jan 2023 • Michail Gkagkos, Krishna R. Narayanan, Jean-Francois Chamberland, Costas N. Georghiades
The goal is to create a low complexity, linear compression strategy, called PolarAir, that reduces the size of the gradient at the user side to lower the number of channel uses needed to transmit it.
1 code implementation • 1 Dec 2021 • Archana Bura, Aria HasanzadeZonuzy, Dileep Kalathil, Srinivas Shakkottai, Jean-Francois Chamberland
Safe reinforcement learning is extremely challenging--not only must the agent explore an unknown environment, it must do so while ensuring no safety constraint violations.
no code implementations • 15 Feb 2021 • Vamsi K. Amalladinne, Allen Hao, Stefano Rini, Jean-Francois Chamberland
Unsourced random access (URA) is a recently proposed communication paradigm attuned to machine-driven data transfers.
Information Theory Information Theory
no code implementations • 22 Nov 2020 • Allen Hao, Stefano Rini, Vamsi Amalladinne, Asit Kumar Pradhan, Jean-Francois Chamberland
In the cluster with higher power, devices transmit using a two-layer superposition modulation.
Information Theory Information Theory