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theoretical analysis 2communication 1c-rasp 1expressivity 1large language models 1learnability 1multi-agent systems 1reasoning 1sample complexity 1transformer theory 1

From the 2 of 8 linked papers with an AI index.

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20242026
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cs.MA2026

Benefits and Limitations of Communication in Multi-Agent Reasoning

Michael Rizvi-Martel, Satwik Bhattamishra, Neil Rathi +2

The paper introduces a theoretical framework for analyzing how communication among multiple agents affects their ability to perform complex reasoning tasks, providing bounds on req…