← Mathematics
Mathematics & Optimization › Mathematics ›

Numerical Analysis

294 directly classified papers

Papers per year

Papers

A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021
Improved Guarantees and a Multiple-descent Curve for Column Subset Selection and the Nystrom Method (Extended Abstract) IJCAI 2021
Physics-informed Spline Learning for Nonlinear Dynamics Discovery IJCAI 2021
On the Riemannian Search for Eigenvector Computation JMLR 2021
Higher-order Derivatives of Weighted Finite-state Machines ACL 2021
Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods NIPS 2021
Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model NIPS 2021
Analog Accelerator for Simulation and Diagnostics AAAI 2020
Coresets for Near-Convex Functions NIPS 2020
Fast MSER CVPR 2020
Do Subsampled Newton Methods Work for High-Dimensional Data? AAAI 2020
Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers NIPS 2020
Finding Second-Order Stationary Points Efficiently in Smooth Nonconvex Linearly Constrained Optimization Problems NIPS 2020
Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization NIPS 2020
Fixed-Support Wasserstein Barycenters: Computational Hardness and Fast Algorithm NIPS 2020
A Continuous-Time Mirror Descent Approach to Sparse Phase Retrieval NIPS 2020
Amortized Finite Element Analysis for Fast PDE-Constrained Optimization ICML 2020
Entrywise convergence of iterative methods for eigenproblems NIPS 2020
Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization NIPS 2020
Polynomial Tensor Sketch for Element-wise Function of Low-Rank Matrix ICML 2020
Learning Similarity Metrics for Numerical Simulations ICML 2020
Nearly Non-Expansive Bounds for Mahalanobis Hard Thresholding COLT 2020
Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020
Generalized Leverage Score Sampling for Neural Networks NIPS 2020
Nesterov's Acceleration for Approximate Newton JMLR 2020