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accelerated optimization

20 papers

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Co-occurring keywords

convergence rate (606) convex optimization (1320) stochastic optimization (1060) distributed optimization (275) empirical risk minimization (348) variance reduction (520) strongly convex (89) proximal gradient method (18) accelerated method (12) nesterov momentum (7)

Papers

Acceleration and Implicit Regularization in Gaussian Phase Retrieval AISTATS 2024
Acceleration Exists! Optimization Problems When Oracle Can Only Compare Objective Function Values NIPS 2024
Accelerated Parameter-Free Stochastic Optimization COLT 2024
Accelerated and Sparse Algorithms for Approximate Personalized PageRank and Beyond COLT 2023
Kill a Bird with Two Stones: Closing the Convergence Gaps in Non-Strongly Convex Optimization by Directly Accelerated SVRG with Double Compensation and Snapshots ICML 2022
Open Problem: Running time complexity of accelerated $\ell_1$-regularized PageRank COLT 2022
Bayesian Coresets: Revisiting the Nonconvex Optimization Perspective AISTATS 2021
Rethinking the Variational Interpretation of Accelerated Optimization Methods NIPS 2021
A simpler approach to accelerated optimization: iterative averaging meets optimism ICML 2020
Federated Accelerated Stochastic Gradient Descent NIPS 2020
Accelerated Primal-Dual Algorithms for Distributed Smooth Convex Optimization over Networks AISTATS 2020
Acceleration through spectral density estimation ICML 2020
Convergence-Rate-Matching Discretization of Accelerated Optimization Flows Through Opportunistic State-Triggered Control NIPS 2019
Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions ICML 2018
Variational PDEs for Acceleration on Manifolds and Application to Diffeomorphisms NIPS 2018
ADMM and Accelerated ADMM as Continuous Dynamical Systems ICML 2018
Integration Methods and Optimization Algorithms NIPS 2017
A Simple Practical Accelerated Method for Finite Sums NIPS 2016
An Accelerated Proximal Coordinate Gradient Method NIPS 2014
Accelerated Variational Dirichlet Process Mixtures NIPS 2006