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math.OC2026
Convergence Rates of Factorized Gradient Descent for Overparameterized Asymmetric Matrix Sensing with Balancing Regularization
Yongjun Chen, Jiaming Zhang, Liping Zhang
We study factorized gradient descent (FGD) for overparameterized asymmetric matrix sensing with the balancing regularizer . An exact indefinite li…
math.OC2026
Factorized low-rank matrix recovery problem, Schatten- quasi-norm, Error bound for critical point, Kurdyka-Łojasiewicz property, Inexact proximal alternating linearized minimization
Yongjun Chen, Defeng Sun, Liping Zhang
The Schatten- quasi-norm is a widely used nonconvex rank surrogate and matrix factorization is an effective approach to reduce computational cost. In this paper, we consider the…