mlsanityData to 14 Oct 2026

Models of latent consensus

arXiv 1612.05201 ↗First posted 15 Dec 2016math.OC cs.MA cs.SYcited by 1

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Abstract (arXiv)

The paper studies the problem of achieving consensus in multi-agent systems in the case where the dependency digraph Gamma has no spanning in-tree. We consider the regularization protocol that amounts to the addition of a dummy agent (hub) uniformly connected to the agents. The presence of such a hub guarantees the achievement of an asymptotic consensus. For the "evaporation" of the dummy agent, the strength of its influences on the other agents vanishes, which leads to the concept of latent consensus. We obtain a closed-form expression for the consensus when the connections of the hub are symmetric, in this case, the impact of the hub upon the consensus remains fixed. On the other hand, if the hub is essentially influenced by the agents, whereas its influence on them tends to zero, then the consensus is expressed by the scalar product of the vector of column means of the Laplacian eigenprojection of Gamma and the initial state vector of the system. Another protocol, which assumes the presence of vanishingly weak uniform background links between the agents, leads to the same latent consensus.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 15 Dec 2016.

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