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arXiv cs.LG·

SPIN: Decentralized Swarm Control via Tensorized Policy Coordination

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In three linesSPIN is a decentralized coordination framework for multi-agent swarms on edge platforms. It models swarm topologies as compressed tensor networks, reducing complexity from O(n^m) to O(m·n·χ²). A hybrid neuro-symbolic pipeline combines offline pre-trained neural coordination encoders with zero-shot reweighting filters based on the Radon-Nikodým derivative.
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Multi-agentReinforcement learningReasoningRobotics

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