Computational hardness of sampling beyond the shattering phase transition
Demonstrate the computational intractability of sampling from the Gibbs measure of mixed p-spin spherical spin glasses beyond the shattering (dynamical) phase transition, i.e., prove that sampling is fundamentally hard in the regime where the dynamical phase transition predicts slow dynamics.
References
A bolder version of the dynamical phase transition conjecture postulates that not only Langevin dynamics is slow, but indeed sampling is fundamentally hard beyond the shattering phase transition.
— Sampling from Spherical Spin Glasses in Total Variation via Algorithmic Stochastic Localization
(2404.15651 - Huang et al., 24 Apr 2024) in Subsection 1.1 Background and related work