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Laplace Kernel
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laplace-kernel-d74d6c92·1 events·first seen 26d agoAliases: Laplace Kernel
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Finite-Particle Convergence Rates for Conservative and Non-Conservative Drifting Models
This paper proposes and analyzes a conservative drifting method for one-step generative modeling, replacing displacement-based velocity with a kernel density estimator (KDE)-gradient velocity. The authors prove continuous-time finite-particle convergence bounds and derive explicit rates depending on bandwidth and dimensionality.