132 citations · 1.3k across the 52 of their papers we have counts for
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stat.ML2023★ 2 cited
Structured Low-Rank Tensors for Generalized Linear Models
Batoul Taki, Anand D. Sarwate, Waheed U. Bajwa
Recent works have shown that imposing tensor structures on the coefficient tensor in regression problems can lead to more reliable parameter estimation and lower sample complexity…
math.OC2023
Accelerated Gradient Methods for Nonconvex Optimization: Escape Trajectories From Strict Saddle Points and Convergence to Local Minima
Rishabh Dixit, Mert Gurbuzbalaban, Waheed U. Bajwa
This paper considers the problem of understanding the behavior of a general class of accelerated gradient methods on smooth nonconvex functions. Motivated by some recent works that…