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AbstractA single seed can solidify into a false consensus along a fixed collaboration graph.
The authors turn "small errors becoming collective false consensus" in LLM-MAS into a measurable propagation on a graph, and use a plug-in that only changes messages, not topology, to reduce the final infection.