51 citations · 131 across the 15 of their papers we have counts for
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cs.LG2019★ 29 cited
Stochastic Mirror Descent on Overparameterized Nonlinear Models: Convergence, Implicit Regularization, and Generalization
Navid Azizan, Sahin Lale, Babak Hassibi
Most modern learning problems are highly overparameterized, meaning that there are many more parameters than the number of training data points, and as a result, the training loss…
cs.LG2019★ 14 cited
Stochastic Linear Bandits with Hidden Low Rank Structure
Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar +1
High-dimensional representations often have a lower dimensional underlying structure. This is particularly the case in many decision making settings. For example, when the represen…