Shiqian Ma

Full Professor@Rice University·美国·OpenReview

研究方向

Optimization · Optimal Transport · Optimization Algorithm · Robust PCA · Riemannian Optimization · Wasserstein Barycenter · bilevel optimization · federated learning · first-order method · SGD · Adam · Muon · Optimal transport · robust PCA · Algorithms · Convex Optimization · Nonconvex Optimization

6.4

Adaptive gradient descent on Riemannian manifolds and its applications to Gaussian variational inference

ICLR 2026Poster

通讯

5.3

Mirror Flow Matching with Heavy-Tailed Priors for Generative Modeling on Convex Domains

ICLR 2026Poster

三作

3.3

AutoBalance: An Automatic Balancing Framework for Training Physics-Informed Neural Networks

ICLR 2026Withdrawn

通讯

6.8

合作者 (18)

Krishna Balasubramanian

Shiqian Ma

Adaptive gradient descent on Riemannian manifolds and its applications to Gaussian variational inference

Mirror Flow Matching with Heavy-Tailed Priors for Generative Modeling on Convex Domains

AutoBalance: An Automatic Balancing Framework for Training Physics-Informed Neural Networks

Riemannian Proximal Sampler for High-accuracy Sampling on Manifolds

Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis

ASGO: Adaptive Structured Gradient Optimization