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Behavior of 3-Majority and 2-Choices on expander graphs with k ≥ 3 opinions

Characterize the convergence behavior—including consensus time and plurality guarantees—of the synchronous 3-Majority and 2-Choices dynamics on expander graphs when the number of opinions satisfies k ≥ 3, for arbitrary initial configurations.

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Background

Most existing results for consensus dynamics on non-complete graphs focus on the two-opinion case (k=2). Extending the analysis to k ≥ 3 on expander graphs presents additional challenges, and the authors note that knowledge in this regime is limited.

The paper suggests applying the new technical tools—multi-step concentration via the Bernstein condition and drift analysis of the ℓ2-norm—to graph classes beyond the complete graph, with expander graphs being a particularly important and archetypal case.

References

For example, the behavior on expander graphs with k ≥ 3 opinions for any initial configuration remains open and warrants further research.

3-Majority and 2-Choices with Many Opinions (2503.02426 - Shimizu et al., 4 Mar 2025) in Subsection "Open Question" (Section Proof Outline)