Numerical Analysis

Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization NeurIPS 2020 Fast MSER CVPR 2020 Finding Second-Order Stationary Points Efficiently in Smooth Nonconvex Linearly Constrained Optimization Problems NeurIPS 2020 Fixed-Support Wasserstein Barycenters: Computational Hardness and Fast Algorithm NeurIPS 2020 Fourier Sparse Leverage Scores and Approximate Kernel Learning NeurIPS 2020 Generalized Leverage Score Sampling for Neural Networks NeurIPS 2020 Interpolation Technique to Speed Up Gradients Propagation in Neural ODEs NeurIPS 2020 Kernel interpolation with continuous volume sampling ICML 2020 Learning Algebraic Multigrid Using Graph Neural Networks ICML 2020 Learning Similarity Metrics for Numerical Simulations ICML 2020 Multipole Graph Neural Operator for Parametric Partial Differential Equations NeurIPS 2020 Near Input Sparsity Time Kernel Embeddings via Adaptive Sampling ICML 2020 Nearly Non-Expansive Bounds for Mahalanobis Hard Thresholding COLT 2020 Nesterov's Acceleration for Approximate Newton JMLR 2020 Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning NeurIPS 2020 Optimal Deterministic Coresets for Ridge Regression AISTATS 2020 Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform NeurIPS 2020 Polynomial Tensor Sketch for Element-wise Function of Low-Rank Matrix ICML 2020 Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020 Robust Low-Rank Discovery of Data-Driven Partial Differential Equations AAAI 2020 Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers NeurIPS 2020 Acceleration via Symplectic Discretization of High-Resolution Differential Equations NeurIPS 2019 An adaptive Mirror-Prox method for variational inequalities with singular operators NeurIPS 2019 Approximating Orthogonal Matrices with Effective Givens Factorization ICML 2019 A Robust and Efficient Algorithm for the PnL Problem Using Algebraic Distance to Approximate the Reprojection Distance AAAI 2019