Metastability for the Curie-Weiss-Potts model with unbounded random interactions
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| Format: | Preprint |
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2025
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| author | Dubbeldam, Johan L. A. Burnier, Vicente Lenz Pulvirenti, Elena Slowik, Martin |
| author_facet | Dubbeldam, Johan L. A. Burnier, Vicente Lenz Pulvirenti, Elena Slowik, Martin |
| contents | We analyse the metastable behaviour of the disordered Curie-Weiss-Potts (DCWP) model subject to a Glauber dynamics. The model is a randomly disordered version of the mean-field $q$-spin Potts model (CWP), where the interaction coefficients between spins are general independent random variables. These random variables are chosen to have fixed mean (for simplicity taken to be $1$) and well defined cumulant generating function, with a fixed distribution not depending on the number of particles. The system evolves as a discrete-time Markov chain with single spin flip Metropolis dynamics at finite inverse temperature $β$. We provide a comparison of the metastable behaviour of the CWP and DCWP models, when $N \to \infty$. First, we establish the metastability of the CWP model and, using this result, prove metastability for the DCWP model (with high probability). We then determine the ratio between the metastable transition time for the DCWP model and the corresponding time for the CWP model. Specifically, we derive the asymptotic tail behavior and moments of this ratio. Our proof combines the potential-theoretic approach to metastability with concentration of measure techniques, the latter adapted to our specific context. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2505_11260 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Metastability for the Curie-Weiss-Potts model with unbounded random interactions Dubbeldam, Johan L. A. Burnier, Vicente Lenz Pulvirenti, Elena Slowik, Martin Probability Mathematical Physics 60K35, 60K37, 82B20, 82B44, 82C44 We analyse the metastable behaviour of the disordered Curie-Weiss-Potts (DCWP) model subject to a Glauber dynamics. The model is a randomly disordered version of the mean-field $q$-spin Potts model (CWP), where the interaction coefficients between spins are general independent random variables. These random variables are chosen to have fixed mean (for simplicity taken to be $1$) and well defined cumulant generating function, with a fixed distribution not depending on the number of particles. The system evolves as a discrete-time Markov chain with single spin flip Metropolis dynamics at finite inverse temperature $β$. We provide a comparison of the metastable behaviour of the CWP and DCWP models, when $N \to \infty$. First, we establish the metastability of the CWP model and, using this result, prove metastability for the DCWP model (with high probability). We then determine the ratio between the metastable transition time for the DCWP model and the corresponding time for the CWP model. Specifically, we derive the asymptotic tail behavior and moments of this ratio. Our proof combines the potential-theoretic approach to metastability with concentration of measure techniques, the latter adapted to our specific context. |
| title | Metastability for the Curie-Weiss-Potts model with unbounded random interactions |
| topic | Probability Mathematical Physics 60K35, 60K37, 82B20, 82B44, 82C44 |
| url | https://arxiv.org/abs/2505.11260 |