Rapid mixing in positively weighted restricted Boltzmann machines
Fuente:
arXiv
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| Auteurs principaux: | , , |
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| Format: | Preprint |
| Publié: |
2026
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| _version_ | 1866917532038856704 |
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| author | Feng, Weiming Guo, Heng Yang, Minji |
| author_facet | Feng, Weiming Guo, Heng Yang, Minji |
| contents | We show polylogarithmic mixing time bounds for the alternating-scan sampler for positively weighted restricted Boltzmann machines. This is done via analysing the same chain and the Glauber dynamics for ferromagnetic two-spin systems, where we obtain new mixing time bounds up to the critical thresholds. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2604_00963 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Rapid mixing in positively weighted restricted Boltzmann machines Feng, Weiming Guo, Heng Yang, Minji Data Structures and Algorithms Machine Learning Probability We show polylogarithmic mixing time bounds for the alternating-scan sampler for positively weighted restricted Boltzmann machines. This is done via analysing the same chain and the Glauber dynamics for ferromagnetic two-spin systems, where we obtain new mixing time bounds up to the critical thresholds. |
| title | Rapid mixing in positively weighted restricted Boltzmann machines |
| topic | Data Structures and Algorithms Machine Learning Probability |
| url | https://arxiv.org/abs/2604.00963 |