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Swendsen-Wang Algorithm on the Mean-Field Potts Model

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Analyzes the Swendsen–Wang chain on the complete-graph Potts model and pins mixing regimes to two explicit thresholds: below the first threshold the chain mixes in constant time, at the first/uniqueness threshold mixing is polynomial, between thresholds mixing is n^{Θ(1)} (provable upper bounds), and above the second threshold mixing drops to Θ(log n) to reach O(√n) coupling scale. Proofs use the Erdos-Renyi giant component to derive a one-dimensional map F for the largest color class, and a potential-function variance window to convert stochastic fluctuations into drift near criticality; second-moment and small-subgraph-conditioning issues obstruct extending results to random Δ-regular graphs.

AI-written summary · about

  1. 0:00Intro
  2. 0:47General Spin Models
  3. 3:43Motivation Questions
  4. 3:57MeanField Potts Model
  5. 5:24Sports Eating Model
  6. 6:21Questions
  7. 7:23Chain
  8. 10:22Configurations
  9. 13:12Giant Component
  10. 15:33Uniqueness Threshold
  11. 18:27Uniform Critical Point
  12. 21:25Intuition
  13. 22:44Random Graph
  14. 28:07Second Moment
  15. 31:38Example
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