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Second-order methods

Use second-order statistics to process data.

Papers

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Showing 76–100 of 181 papers

TitleStatusHype
Mirror Prox Algorithm for Large-Scale Cell-Free Massive MIMO Uplink Power Control—0
Adaptive Second Order Coresets for Data-efficient Machine Learning—0
SP2: A Second Order Stochastic Polyak Method—0
A Newton-CG based barrier method for finding a second-order stationary point of nonconvex conic optimization with complexity guarantees—0
Stochastic Variance-Reduced Newton: Accelerating Finite-Sum Minimization with Large BatchesCode0
Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic ProgrammingCode0
Stochastic Second-Order Methods Improve Best-Known Sample Complexity of SGD for Gradient-Dominated Function—0
On the efficiency of Stochastic Quasi-Newton Methods for Deep Learning—0
A Novel Fast Exact Subproblem Solver for Stochastic Quasi-Newton Cubic Regularized Optimization—0
Accelerating Stochastic Probabilistic Inference—0
Amortized Proximal Optimization—0
Generalized Optimistic Methods for Convex-Concave Saddle Point ProblemsCode0
A Mini-Block Fisher Method for Deep Neural Networks—0
Accelerated Projected Gradient Method for the Optimization of Cell-Free Massive MIMO Downlink—0
SCORE: Approximating Curvature Information under Self-Concordant Regularization—0
Newton methods based convolution neural networks using parallel processing—0
Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning—0
Provable Regret Bounds for Deep Online Learning and Control—0
KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey—0
SLIM-QN: A Stochastic, Light, Momentumized Quasi-Newton Optimizer for Deep Neural Networks—0
Nonlinear matrix recovery using optimization on the Grassmann manifoldCode0
Doubly Adaptive Scaled Algorithm for Machine Learning Using Second-Order Information—0
Structured second-order methods via natural gradient descent—0
Bilinear Parameterization for Non-Separable Singular Value Penalties—0
LocoProp: Enhancing BackProp via Local Loss Optimization—0
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