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gradient complexity

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minimax optimization (10) non-convex optimization (10) stochastic gradient descent (9) variance reduction (6) convex optimization (5) differential privacy (4) stochastic optimization (4) saddle point (3) bilevel optimization (3) convergence analysis (3)

Papers

Acceleration of SVRG and Katyusha X by Inexact Preconditioning ICML 2019 SSRGD: Simple Stochastic Recursive Gradient Descent for Escaping Saddle Points NeurIPS 2019 Stochastic Nested Variance Reduction for Nonconvex Optimization NeurIPS 2018 Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima NeurIPS 2018 Differentially Private Empirical Risk Minimization Revisited: Faster and More General NeurIPS 2017