OOIR: Observatory of International Research

Papers

(The H4-Index of SIAM Journal on Mathematics of Data Science is 12. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-09-01 to 2025-09-01.)

Article	Citations
Spectral Barron Space for Deep Neural Network Approximation	35
Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization	26
A Simple and Optimal Algorithm for Strict Circular Seriation	26
Taming Neural Networks with TUSLA: Nonconvex Learning via Adaptive Stochastic Gradient Langevin Algorithms	24
On the Inconsistency of Kernel Ridgeless Regression in Fixed Dimensions	22
Efficient Algorithms for Regularized Nonnegative Scale-Invariant Low-Rank Approximation Models	21
Resolving the Mixing Time of the Langevin Algorithm to Its Stationary Distribution for Log-Concave Sampling	19
Learning Functions Varying along a Central Subspace	19
Randomized Nyström Approximation of Non-negative Self-Adjoint Operators	15
Block Majorization Minimization with Extrapolation and Application to \({\beta }\)-NMF	15
A Note on the Regularity of Images Generated by Convolutional Neural Networks	14
New Equivalences between Interpolation and SVMs: Kernels and Structured Features	13
Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning	12