no code implementations • 1 Nov 2023 • Vishnu Teja Kunde, Vicram Rajagopalan, Chandra Shekhara Kaushik Valmeekam, Krishna Narayanan, Srinivas Shakkottai, Dileep Kalathil, Jean-Francois Chamberland
The optimal solution to the ICE problem is a non-linear function of the underlying context.
2 code implementations • 6 Jun 2023 • Chandra Shekhara Kaushik Valmeekam, Krishna Narayanan, Dileep Kalathil, Jean-Francois Chamberland, Srinivas Shakkottai
We provide new estimates of an asymptotic upper bound on the entropy of English using the large language model LLaMA-7B as a predictor for the next token given a window of past tokens.
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