This paper proposes that standardizing context sharing through the Model Context Protocol will improve multi-agent AI coordination, but its supporting case studies and benchmark numbers are asserted without reproducible evidence.
On Topological Conditions for Enabling Transient Control in Leader-follower Networks
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abstract
We derive necessary and sufficient conditions for leader-follower multi-agent systems such that we can further apply prescribed performance control to achieve the desired formation while satisfying certain transient constraints. A leader-follower framework is considered in the sense that a group of agents with external inputs are selected as leaders in order to drive the group of followers in a way that the entire system can achieve target formation within certain prescribed performance transient bounds. We first derive necessary conditions on the leader-follower graph topology under which the target formation together with the prescribed performance guarantees can be fulfilled. Afterwards, the derived necessary conditions are extended to necessary and sufficient conditions for leader-follower formation control under transient constraints. Finally, the proposed results are illustrated with simulation examples.
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cs.MA 1years
2025 1verdicts
REJECT 1representative citing papers
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Advancing Multi-Agent Systems Through Model Context Protocol: Architecture, Implementation, and Applications
This paper proposes that standardizing context sharing through the Model Context Protocol will improve multi-agent AI coordination, but its supporting case studies and benchmark numbers are asserted without reproducible evidence.