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Global energy control conditions typically require the learned potential energy function to satisfy a uniform lower bound or Lipschitz continuity, so that the density ratio of the Boltzmann distribution is bounded over the entire space; the additional conditions for fast relaxation are typically related to the energy barriers and curvature of the potential energy surface, for example requiring that the learned model has no artificial deep local minima.

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10/14/2026
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