56 citations · 58 across the 15 of their papers we have counts for
4 papers · 1 filter
Windowed thinning and query complexity for the bouncy particle and Zigzag samplers
Jianfeng Lu, Yinchen Luo
Let on , where is -strongly convex and -smooth, and denote by the condition number. We consider windowed thinning, an exact si…
Approximating Young Measures With Deep Neural Networks
Rayehe Karimi Mahabadi, Jianfeng Lu, Hossein Salahshoor
Parametrized measures (or Young measures) enable to reformulate non-convex variational problems as convex problems at the cost of enlarging the search space from space of functions…
Error Bounds for Open Quantum Systems with Harmonic Bosonic Bath
Kaizhao Liu, Jianfeng Lu
We investigate the dependence of physical observable of open quantum systems with Bosonic bath on the bath correlation function. We provide an error estimate of the difference of p…
Riemannian Langevin Monte Carlo schemes for sampling PSD matrices with fixed rank
Tianmin Yu, Shixin Zheng, Jianfeng Lu +2
This paper introduces two explicit schemes to sample matrices from Gibbs distributions on , the manifold of real positive semi-definite (PSD) matrices of size $…