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Paper · arXiv

Towards Traffic Modelling of Multi-Agent Systems: The Role of Coordination Topology

Multi-agent LLM systems are an emerging networked workload whose rapid deployment raises questions about the traffic patterns they generate. Compared to conventional applications, these systems generate requests internally: a single user task can induce a structured sequence of model calls whose timing is governed by coordination logic rather than by user arrival rate. It is not clear whether classical traffic models, designed for human-driven workloads, apply to this setting. We present an empirical characterisation of LLM-call interarrival time distributions across sequential, star, and full-mesh agentic coordination topologies, using a multi-layer measurement framework over 500 repeate...

AuthorsDavide Lamagna, Albert Cabellos, Alberto Rodriguez-Natal et al.
Primary categorycs.NI
Published20 August 2026
Last updated at source20 August 2026
cs.NIcs.AIcs.MA
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