37 citations · 74 across the 12 of their papers we have counts for
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math.OC2018
Adaptive regularization with cubics on manifolds
Naman Agarwal, Nicolas Boumal, Brian Bullins +1
Adaptive regularization with cubics (ARC) is an algorithm for unconstrained, non-convex optimization. Akin to the popular trust-region method, its iterations can be thought of as a…
math.OC2017★ 6 cited
Lower Bounds for Higher-Order Convex Optimization
Naman Agarwal, Elad Hazan
State-of-the-art methods in convex and non-convex optimization employ higher-order derivative information, either implicitly or explicitly. We explore the limitations of higher-ord…