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Numerical Analysis

349 papers

Papers per year

2
19
32
12
'10
'15
'20
'25

Papers

MG-GNN: Multigrid Graph Neural Networks for Learning Multilevel Domain Decomposition Methods ICML 2023
A Fast Adaptive Randomized PCA Algorithm IJCAI 2023
Online Stochastic Gradient Descent with Arbitrary Initialization Solves Non-smooth, Non-convex Phase Retrieval JMLR 2023
Kernel-Matrix Determinant Estimates from stopped Cholesky Decomposition JMLR 2023
Neural Q-learning for solving PDEs JMLR 2023
Dynamic Tensor Product Regression NIPS 2022
A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data NIPS 2022
Positively Weighted Kernel Quadrature via Subsampling NIPS 2022
Learning Interface Conditions in Domain Decomposition Solvers NIPS 2022
Transform Once: Efficient Operator Learning in Frequency Domain NIPS 2022
Error Analysis of Tensor-Train Cross Approximation NIPS 2022
Approximate Secular Equations for the Cubic Regularization Subproblem NIPS 2022
Approximate Euclidean lengths and distances beyond Johnson-Lindenstrauss NIPS 2022
Experimental Design for Linear Functionals in Reproducing Kernel Hilbert Spaces NIPS 2022
A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs NIPS 2022
Subquadratic Kronecker Regression with Applications to Tensor Decomposition NIPS 2022
MAgNet: Mesh Agnostic Neural PDE Solver NIPS 2022
Optimal Query Complexities for Dynamic Trace Estimation NIPS 2022
Do Residual Neural Networks discretize Neural Ordinary Differential Equations? NIPS 2022
Toward Equation of Motion for Deep Neural Networks: Continuous-time Gradient Descent and Discretization Error Analysis NIPS 2022
Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems AAAI 2022
HNO: High-Order Numerical Architecture for ODE-Inspired Deep Unfolding Networks AAAI 2022
Chunk Dynamic Updating for Group Lasso with ODEs AAAI 2022
Local and Global Linear Convergence of General Low-Rank Matrix Recovery Problems AAAI 2022
Local and Global Convergence of General Burer-Monteiro Tensor Optimizations AAAI 2022