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newton method

64 papers

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Co-occurring keywords

second-order optimization (93) convex optimization (1321) distributed optimization (275) stochastic optimization (1060) communication efficiency (297) cubic regularization (18) logistic regression (386) empirical risk minimization (352) second-order method (38) convergence rate (607)

Papers

Instability, Computational Efficiency and Statistical Accuracy JMLR 2025
Numerical Pruning for Efficient Autoregressive Models AAAI 2025
FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning AAAI 2024
Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport NIPS 2024
Communication Efficient Distributed Newton Method over Unreliable Networks AAAI 2024
Sketched Newton Value Iteration for Large-Scale Markov Decision Processes AAAI 2024
Score Operator Newton transport AISTATS 2024
Newton Losses: Using Curvature Information for Learning with Differentiable Algorithms NIPS 2024
Efficient Second-Order Plane Adjustment CVPR 2023
Optimal Shrinkage for Distributed Second-Order Optimization ICML 2023
Second-Order Optimization with Lazy Hessians ICML 2023
Constrained Optimization via Exact Augmented Lagrangian and Randomized Iterative Sketching ICML 2023
EiGLasso for Scalable Sparse Kronecker-Sum Inverse Covariance Estimation JMLR 2022
FedNL: Making Newton-Type Methods Applicable to Federated Learning ICML 2022
Learning Linear Models Using Distributed Iterative Hessian Sketching L4DC 2022
Distributed Second Order Methods with Fast Rates and Compressed Communication ICML 2021
Newton Method over Networks is Fast up to the Statistical Precision ICML 2021
Global and Quadratic Convergence of Newton Hard-Thresholding Pursuit JMLR 2021
A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021
Adaptive Newton Sketch: Linear-time Optimization with Quadratic Convergence and Effective Hessian Dimensionality ICML 2021
Fast Projection onto the Capped Simplex with Applications to Sparse Regression in Bioinformatics NIPS 2021
An Inertial Newton Algorithm for Deep Learning JMLR 2021
An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021
Global Convergence of Online Optimization for Nonlinear Model Predictive Control NIPS 2021
Distributed Newton Can Communicate Less and Resist Byzantine Workers NIPS 2020