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Second-order methods

Use second-order statistics to process data.

Papers

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Showing 51–75 of 181 papers

TitleStatusHype
Sharpened Lazy Incremental Quasi-Newton MethodCode0
Faster Differentially Private Convex Optimization via Second-Order Methods—0
ISAAC Newton: Input-based Approximate Curvature for Newton's MethodCode0
Adaptive Consensus Optimization Method for GANsCode0
Automatic Gradient Descent: Deep Learning without HyperparametersCode2
Gradient-Boosted Based Structured and Unstructured Learning—0
FOSI: Hybrid First and Second Order OptimizationCode0
Stochastic Dimension-reduced Second-order Methods for Policy Optimization—0
On backpropagating Hessians through ODEs—0
A survey of deep learning optimizers -- first and second order methods—0
Differentially Private Image Classification from FeaturesCode0
The Hypervolume Indicator Hessian Matrix: Analytical Expression, Computational Time Complexity, and SparsityCode0
Extra-Newton: A First Approach to Noise-Adaptive Accelerated Second-Order Methods—0
Explicit Second-Order Min-Max Optimization Methods with Optimal Convergence Guarantee—0
Component-Wise Natural Gradient Descent -- An Efficient Neural Network Optimization—0
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
Symmetry Teleportation for Accelerated OptimizationCode1
On the efficiency of Stochastic Quasi-Newton Methods for Deep Learning—0
Near out-of-distribution detection for low-resolution radar micro-Doppler signaturesCode1
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