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Papers
Nonconvex Linear System Identification with Minimal State Representation
L4DC 2025
Scaling Convex Neural Networks with Burer-Monteiro Factorization
ICLR 2024
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points
ICML 2023
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing
AAAI 2023
Factorization Approach for Low-complexity Matrix Completion Problems: Exponential Number of Spurious Solutions and Failure of Gradient Methods
AISTATS 2022
Local and Global Convergence of General Burer-Monteiro Tensor Optimizations
AAAI 2022
Smoothed analysis for low-rank solutions to semidefinite programs in quadratic penalty form
COLT 2018