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Second-order methods

Use second-order statistics to process data.

Papers

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Showing 11–20 of 181 papers

Title	Date	Tasks	Status	Hype	Score
Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning	Jan 24, 2022	Federated LearningSecond-order methods	CodeCode Available	1	5
Structured Inverse-Free Natural Gradient: Memory-Efficient & Numerically-Stable KFAC	Dec 9, 2023	Second-order methods	CodeCode Available	1	5
M-FAC: Efficient Matrix-Free Approximations of Second-Order Information	Jul 7, 2021	Network PruningSecond-order methods	CodeCode Available	1	5
Low Rank Saddle Free Newton: A Scalable Method for Stochastic Nonconvex Optimization	Feb 7, 2020	Second-order methods	CodeCode Available	1	5
MKOR: Momentum-Enabled Kronecker-Factor-Based Optimizer Using Rank-1 Updates	Jun 2, 2023	Second-order methods	CodeCode Available	1	5
Second-Order Neural ODE Optimizer	Sep 29, 2021	image-classificationImage Classification	CodeCode Available	1	5
Can We Remove the Square-Root in Adaptive Gradient Methods? A Second-Order Perspective	Feb 5, 2024	Second-order methods	CodeCode Available	1	5
Adaptive Consensus Optimization Method for GANs	Apr 20, 2023	Image GenerationSecond-order methods	CodeCode Available	0	5
Error Feedback Can Accurately Compress Preconditioners	Jun 9, 2023	ClassificationSecond-order methods	CodeCode Available	0	5
Adapting Newton's Method to Neural Networks through a Summary of Higher-Order Derivatives	Dec 6, 2023	Second-order methods	CodeCode Available	0	5

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