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cs.LG2024
Stability properties of gradient flow dynamics for the symmetric low-rank matrix factorization problem
Hesameddin Mohammadi, Mohammad Tinati, Stephen Tu +2
The symmetric low-rank matrix factorization serves as a building block in many learning tasks, including matrix recovery and training of neural networks. However, despite a flurry…
eess.SY2024
Tannenbaum's gain-margin optimization meets Polyak's heavy-ball algorithm
Wuwei Wu, Jie Chen, Mihailo R. Jovanović +1
This paper highlights an apparent, yet relatively unknown link between algorithm design in optimization theory and controller synthesis in robust control. Specifically, quadratic o…