Shiqian Ma

5 catalog papers. Identity-linked publications and additional name matches are distinguished below.

ORCID: 0000-0003-1967-1069

William Marsh Rice University

Publications

• Efficiently Escaping Saddle Points in Bilevel Optimization — Journal of Machine Learning Research 2025 (name-matched, not ORCID-linked)
• Riemannian Bilevel Optimization — Journal of Machine Learning Research 2025 (name-matched, not ORCID-linked)
• On the Convergence of Projected Alternating Maximization for Equitable and Optimal Transport — Journal of Machine Learning Research 2024 (name-matched, not ORCID-linked)
• Riemannian Stochastic Proximal Gradient Methods for Nonsmooth Optimization over the Stiefel Manifold — Journal of Machine Learning Research 2022 (name-matched, not ORCID-linked)
• Positive-Definite ℓ1-Penalized Estimation of Large Covariance Matrices — Journal of the American Statistical Association 2012