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20142026
most citedEfficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks

46 citations · 115 across the 40 of their papers we have counts for

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math.OC2017

Analysis of Optimization Algorithms via Integral Quadratic Constraints: Nonstrongly Convex Problems

Mahyar Fazlyab, Alejandro Ribeiro, Manfred Morari +1

In this paper, we develop a unified framework able to certify both exponential and subexponential convergence rates for a wide range of iterative first-order optimization algorithm…