activity
20152022
most citedNon-convex Learning via Replica Exchange Stochastic Gradient MCMC

20 citations · 51 across the 13 of their papers we have counts for

collaborators

13 papers

math.AP2022

Exponential Entropy dissipation for weakly self-consistent Vlasov-Fokker-Planck equations

Erhan Bayraktar, Qi Feng, Wuchen Li

We study long-time dynamical behaviors of weakly self-consistent Vlasov-Fokker-Planck equations. We introduce Hessian matrix conditions on mean-field kernel functions, which charac…

math.PR2021

Cubature Method for Stochastic Volterra Integral Equations

Qi Feng, Jianfeng Zhang

In this paper, we introduce the cubature formula for Stochastic Volterra Integral Equations. We first derive the stochastic Taylor expansion in this setting, by utilizing a functio…

math.NA2021★ 2 cited

A High Order Compact Finite Difference Scheme for Elliptic Interface Problems with Discontinuous and High-Contrast Coefficients

Qiwei Feng, Bin Han, Peter Minev

The elliptic interface problems with discontinuous and high-contrast coefficients appear in many applications and often lead to huge condition numbers of the corresponding linear s…

math.NA2021★ 1 cited

Sixth Order Compact Finite Difference Scheme for Poisson Interface Problem with Singular Sources

Qiwei Feng, Bin Han, Peter Minev

Let be a smooth curve inside a two-dimensional rectangular region . In this paper, we consider the Poisson interface problem in with Dirichlet…

math.DS2021★ 2 cited

Hypoelliptic entropy dissipation for stochastic differential equations

Qi Feng, Wuchen Li

We study the convergence analysis for general degenerate and non-reversible stochastic differential equations (SDEs). We apply the Lyapunov method to analyze the Fokker-Planck equa…

math.PR2020★ 1 cited

Entropy dissipation via Information Gamma calculus: Non-reversible stochastic differential equations

Qi Feng, Wuchen Li

We formulate explicit bounds to guarantee the exponential dissipation for some non-gradient stochastic differential equations towards their invariant distributions. Our method exte…

stat.ML2020★ 3 cited

Accelerating Convergence of Replica Exchange Stochastic Gradient MCMC via Variance Reduction

Wei Deng, Qi Feng, Georgios Karagiannis +2

Replica exchange stochastic gradient Langevin dynamics (reSGLD) has shown promise in accelerating the convergence in non-convex learning; however, an excessively large correction f…

stat.ML2020★ 20 cited

Non-convex Learning via Replica Exchange Stochastic Gradient MCMC

Wei Deng, Qi Feng, Liyao Gao +2

Replica exchange Monte Carlo (reMC), also known as parallel tempering, is an important technique for accelerating the convergence of the conventional Markov Chain Monte Carlo (MCMC…

math.DG2020★ 3 cited

Sub-Riemannian Ricci curvature via generalized Gamma calculus

Qi Feng, Wuchen Li

We derive sub-Riemannian Ricci curvature tensor for sub-Riemannian manifolds. We provide examples including the Heisenberg group, displacement group, and Martinet sub-Riemannian st…

math.DG2019★ 6 cited

Entropy dissipation for degenerate stochastic differential equations via sub-Riemannian density manifold

Qi Feng, Wuchen Li

We study the dynamical behaviors of degenerate stochastic differential equations (SDEs). We select an auxiliary Fisher information functional as the Lyapunov functional. Using gene…

math.PR2019★ 2 cited

Density of the signature process of fBm

Fabrice Baudoin, Qi Feng, Cheng Ouyang

We study the density of the signature of fractional Brownian motions with parameter . In particular, we prove existence, smoothness, global Gaussian upper bounds and Varadha…

math.DG2017★ 3 cited

Harnack inequalities on totally geodesic foliations with transverse Ricci flow

Qi Feng

In the current paper,under the transverse Ricci flow on a totally geodesic Riemannian foliation, we prove two types of differential Harnack inequalities (Li-Yau gradient estimate)…

math.PR2015★ 8 cited

Log-Sobolev inequalities on the horizontal path space of a totally geodesic foliation

Fabrice Baudoin, Qi Feng

We develop a Malliavin calculus on the horizontal path space of a totally geodesic Riemannian foliation. As a first application, under suitable assumptions, we prove a log-Sobolev…