newton method

Faster Newton Methods for Convex and Nonconvex Optimization in Gradient Complexity COLT 2026 Hessian-Free Online Certified Unlearning ICLR 2025 Instability, Computational Efficiency and Statistical Accuracy JMLR 2025 Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing ICLR 2025 Numerical Pruning for Efficient Autoregressive Models AAAI 2025 Sketch-and-Project Meets Newton Method: Global $O(1/k^2)$ Convergence with Low-Rank Updates AISTATS 2025 Communication Efficient Distributed Newton Method over Unreliable Networks AAAI 2024 FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning AAAI 2024 Newton Losses: Using Curvature Information for Learning with Differentiable Algorithms NeurIPS 2024 Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport NeurIPS 2024 Score Operator Newton transport AISTATS 2024 Sketched Newton Value Iteration for Large-Scale Markov Decision Processes AAAI 2024 Constrained Optimization via Exact Augmented Lagrangian and Randomized Iterative Sketching ICML 2023 Efficient Second-Order Plane Adjustment CVPR 2023 Optimal Shrinkage for Distributed Second-Order Optimization ICML 2023 Second-Order Optimization with Lazy Hessians ICML 2023 A Damped Newton Method Achieves Global $\mathcal O \left(\frac{1}{k^2}\right)$ and Local Quadratic Convergence Rate NeurIPS 2022 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 Adaptive Newton Sketch: Linear-time Optimization with Quadratic Convergence and Effective Hessian Dimensionality ICML 2021 An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021 An Inertial Newton Algorithm for Deep Learning JMLR 2021 A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021 Distributed Second Order Methods with Fast Rates and Compressed Communication ICML 2021