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Numerical Analysis

294 directly classified papers

Papers per year

Papers

A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs NIPS 2022
Experimental Design for Linear Functionals in Reproducing Kernel Hilbert Spaces 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
Approximate Euclidean lengths and distances beyond Johnson-Lindenstrauss NIPS 2022
Approximate Secular Equations for the Cubic Regularization Subproblem NIPS 2022
Do Residual Neural Networks discretize Neural Ordinary Differential Equations? NIPS 2022
The Fast Kernel Transform AISTATS 2022
HNO: High-Order Numerical Architecture for ODE-Inspired Deep Unfolding Networks AAAI 2022
Transform Once: Efficient Operator Learning in Frequency Domain NIPS 2022
A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data NIPS 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Improved analysis of randomized SVD for top-eigenvector approximation AISTATS 2022
Local and Global Linear Convergence of General Low-Rank Matrix Recovery Problems AAAI 2022
Exact Optimal Accelerated Complexity for Fixed-Point Iterations ICML 2022
Positively Weighted Kernel Quadrature via Subsampling NIPS 2022
Toward Equation of Motion for Deep Neural Networks: Continuous-time Gradient Descent and Discretization Error Analysis NIPS 2022
Probabilistic ODE Solutions in Millions of Dimensions ICML 2022
Error Analysis of Tensor-Train Cross Approximation NIPS 2022
A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021
Revisiting the Role of Euler Numerical Integration on Acceleration and Stability in Convex Optimization AISTATS 2021
Low-Rank Registration Based Manifolds for Convection-Dominated PDEs AAAI 2021
Comparison of the Finite Element Method, the Multimodal Method and the Transmission-Line Model for the Computation of Vocal Tract Transfer Functions INTERSPEECH 2021
Solving high-dimensional parabolic PDEs using the tensor train format ICML 2021