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math.PR2023
Appropriate State-Dependent Friction Coefficient Accelerates Kinetic Langevin Dynamics
Keunwoo Lim, Molei Tao
We consider the convergence of kinetic Langevin dynamics to its ergodic invariant measure, which is Gibbs distribution. Instead of the standard setup where the friction coefficient…
stat.ML2023★ 3 cited
Mirror Diffusion Models for Constrained and Watermarked Generation
Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou +1
Modern successes of diffusion models in learning complex, high-dimensional data distributions are attributed, in part, to their capability to construct diffusion processes with ana…