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Numerical Analysis

349 papers

Papers per year

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

Papers

Improved analysis of randomized SVD for top-eigenvector approximation AISTATS 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
The Fast Kernel Transform AISTATS 2022
On the Instability of Relative Pose Estimation and RANSAC's Role CVPR 2022
GPU-Based Homotopy Continuation for Minimal Problems in Computer Vision CVPR 2022
Optimizing Elimination Templates by Greedy Parameter Search CVPR 2022
Quantum-Inspired Algorithms from Randomized Numerical Linear Algebra ICML 2022
Sketching Algorithms and Lower Bounds for Ridge Regression ICML 2022
Batch Greenkhorn Algorithm for Entropic-Regularized Multimarginal Optimal Transport: Linear Rate of Convergence and Iteration Complexity ICML 2022
Probabilistic ODE Solutions in Millions of Dimensions ICML 2022
Exact Optimal Accelerated Complexity for Fixed-Point Iterations ICML 2022
Provable Acceleration of Heavy Ball beyond Quadratics for a Class of Polyak-Lojasiewicz Functions when the Non-Convexity is Averaged-Out ICML 2022
Iterative Double Sketching for Faster Least-Squares Optimization ICML 2022
Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs IJCAI 2022
Learning Green's functions associated with time-dependent partial differential equations JMLR 2022
PROX-QP: Yet another Quadratic Programming Solver for Robotics and beyond RSS 2022
Improving sign-random-projection via count sketch UAI 2022
A first-order primal-dual method with adaptivity to local smoothness NIPS 2021
Few-Shot Data-Driven Algorithms for Low Rank Approximation NIPS 2021
Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods NIPS 2021
Parametric Complexity Bounds for Approximating PDEs with Neural Networks NIPS 2021
Practical Large-Scale Linear Programming using Primal-Dual Hybrid Gradient NIPS 2021
A Comprehensively Tight Analysis of Gradient Descent for PCA NIPS 2021
Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model NIPS 2021
Black Box Probabilistic Numerics NIPS 2021