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Mixing times of Langevin dynamics for spiked matrix models

math.PR · 2026-04-21 · unverdicted · novelty 7.0 · 2 refs

Langevin dynamics on spiked Wigner matrices achieve O(log N) mixing from symmetric initializations even below the critical temperature, while worst-case mixing times are exponential with rate equal to the free-energy difference between spiked and null models.

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  • Mixing times of Langevin dynamics for spiked matrix models math.PR · 2026-04-21 · unverdicted · none · ref 8 · 2 links

    Langevin dynamics on spiked Wigner matrices achieve O(log N) mixing from symmetric initializations even below the critical temperature, while worst-case mixing times are exponential with rate equal to the free-energy difference between spiked and null models.