Managing Context and Communication in Distributed Agentic UAV Swarms
3.80T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.01569.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryResearchers propose a distributed UAV swarm architecture in which each drone hosts an independent Small Language Model. The system uses tiered memory (core, local, peer-specific), event-driven reason-act-observe cycles, and a deterministic gossip protocol filtering messages by recipient-specific novelty and recency. In a 10-UAV search-and-rescue simulation, the approach completes all runs while unrestricted flooding completes 70-85%, and approximately halves inference token consumption.
Why it mattersThe tiered memory scheme and interest-aware gossip protocol are transferable patterns for any multi-agent setup facing context bloat and communication overhead.
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