Ma, Jianhao

6 publications

ICML 2025 PARQ: Piecewise-Affine Regularized Quantization Lisa Jin, Jianhao Ma, Zechun Liu, Andrey Gromov, Aaron Defazio, Lin Xiao

COLT 2024 Convergence of Gradient Descent with Small Initialization for Unregularized Matrix Completion Jianhao Ma, Salar Fattahi

ICLR 2023 Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition Jianhao Ma, Lingjun Guo, Salar Fattahi

JMLR 2023 Global Convergence of Sub-Gradient Method for Robust Matrix Recovery: Small Initialization, Noisy Measurements, and Over-Parameterization Jianhao Ma, Salar Fattahi

NeurIPS 2022 Blessing of Depth in Linear Regression: Deeper Models Have Flatter Landscape Around the True Solution Jianhao Ma, Salar Fattahi

ICLR 2022 Towards Understanding Generalization via Decomposing Excess Risk Dynamics Jiaye Teng, Jianhao Ma, Yang Yuan