Search Results for author: Arsham Mostaani

Found 3 papers, 0 papers with code

Task-Oriented Communication Design at Scale

no code implementations15 May 2023 Arsham Mostaani, Thang X. Vu, Hamed Habibi, Symeon Chatzinotas, Bjorn Ottersten

Numerical results show striking improvements in reducing the computational complexity of obtaining VoI needed for the TOCD in a MAS problem without compromising the average return performance of the MAS.

Quantization Reinforcement Learning (RL)

Task-Oriented Data Compression for Multi-Agent Communications Over Bit-Budgeted Channels

no code implementations28 May 2020 Arsham Mostaani, Thang X. Vu, Symeon Chatzinotas, Björn Ottersten

Motivated by these recent developments, in this paper, we perform an indirect design of the communications in a multi-agent system (MAS) in which agents cooperate to maximize the averaged sum of discounted one-stage rewards of a collaborative task.

Autonomous Driving Data Compression +1

Learning-Based Physical Layer Communications for Multi-agent Collaboration

no code implementations2 Oct 2018 Arsham Mostaani, Osvaldo Simeone, Symeon Chatzinotas, Bjorn Ottersten

In this work, it is demonstrated that the performance of the collaborative task can be improved if the agents learn jointly how to communicate and to act, even in the presence of a delay in the communication channel.

Information Theory Multiagent Systems Information Theory

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