Search Results for author: Szymon Kobus

Found 3 papers, 1 papers with code

Semantic Communication of Learnable Concepts

no code implementations14 May 2023 Francesco Pase, Szymon Kobus, Deniz Gunduz, Michele Zorzi

The transmitter applies a learning algorithm to the available examples, and extracts knowledge from the data by optimizing a probability distribution over a set of models, i. e., known functions, which can better describe the observed data, and so potentially the underlying concepts.

Federated mmWave Beam Selection Utilizing LIDAR Data

3 code implementations4 Feb 2021 Mahdi Boloursaz Mashhadi, Mikolaj Jankowski, Tze-Yang Tung, Szymon Kobus, Deniz Gunduz

Efficient link configuration in millimeter wave (mmWave) communication systems is a crucial yet challenging task due to the overhead imposed by beam selection.

Effective Communications: A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channels

no code implementations2 Jan 2021 Tze-Yang Tung, Szymon Kobus, Joan Roig Pujol, Deniz Gunduz

Specifically, we consider a multi-agent partially observable Markov decision process (MA-POMDP), in which the agents, in addition to interacting with the environment can also communicate with each other over a noisy communication channel.

Multi-agent Reinforcement Learning reinforcement-learning +1

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