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nesterov acceleration

54 papers

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Also known as

NESTEROV

Co-occurring keywords

convex optimization (1321) gradient descent (1144) convergence rate (607) stochastic gradient descent (1091) accelerated gradient method (29) accelerated gradient (62) stochastic optimization (1060) non-convex optimization (547) momentum method (75) first-order method (89)

Papers

Accelerating Gradient Boosting Machines AISTATS 2020
Nesterov's Acceleration for Approximate Newton JMLR 2020
Variance Reduced Coordinate Descent with Acceleration: New Method With a Surprising Application to Finite-Sum Problems ICML 2020
A Lyapunov analysis for accelerated gradient methods: from deterministic to stochastic case AISTATS 2020
A Continuous-time Perspective for Modeling Acceleration in Riemannian Optimization AISTATS 2020
Cubic Regularization with Momentum for Nonconvex Optimization UAI 2019
Acceleration via Symplectic Discretization of High-Resolution Differential Equations NIPS 2019
A Dynamical Systems Perspective on Nesterov Acceleration ICML 2019
On the Curved Geometry of Accelerated Optimization NIPS 2019
Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron AISTATS 2019
Nonlinear Acceleration of Primal-Dual Algorithms AISTATS 2019
A Universally Optimal Multistage Accelerated Stochastic Gradient Method NIPS 2019
Implicit Regularization of Accelerated Methods in Hilbert Spaces NIPS 2019
Fast Proximal Gradient Descent for A Class of Non-convex and Non-smooth Sparse Learning Problems UAI 2019
Efficient Algorithms for Smooth Minimax Optimization NIPS 2019
Accelerating Stochastic Gradient Descent for Least Squares Regression COLT 2018
An Estimate Sequence for Geodesically Convex Optimization COLT 2018
Accelerated Difference of Convex functions Algorithm and its Application to Sparse Binary Logistic Regression IJCAI 2018
Direct Runge-Kutta Discretization Achieves Acceleration NIPS 2018
Accelerated Gradient Descent Escapes Saddle Points Faster than Gradient Descent COLT 2018
Catalyst for Gradient-based Nonconvex Optimization AISTATS 2018
Dissipativity Theory for Nesterov’s Accelerated Method ICML 2017
Optimal Algorithms for Smooth and Strongly Convex Distributed Optimization in Networks ICML 2017
Accelerated Stochastic Greedy Coordinate Descent by Soft Thresholding Projection onto Simplex NIPS 2017
Faster and Non-ergodic O(1/K) Stochastic Alternating Direction Method of Multipliers NIPS 2017