OOIR: Observatory of International Research

Papers

(The H4-Index of SIAM Journal on Mathematics of Data Science is 14. 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 2022-05-01 to 2026-05-01.)

Article	Citations
Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization	45
Spectral Barron Space for Deep Neural Network Approximation	35
A Simple and Optimal Algorithm for Strict Circular Seriation	34
Taming Neural Networks with TUSLA: Nonconvex Learning via Adaptive Stochastic Gradient Langevin Algorithms	33
A Note on the Regularity of Images Generated by Convolutional Neural Networks	28
New Equivalences between Interpolation and SVMs: Kernels and Structured Features	22
Quantitative Approximation Results for Complex-Valued Neural Networks	20
Learning Functions Varying along a Central Subspace	19
Deep Block Proximal Linearized Minimization Algorithm for Nonconvex Inverse Problems	17
Block Majorization Minimization with Extrapolation and Application to \({\beta }\)-NMF	17
On the Inconsistency of Kernel Ridgeless Regression in Fixed Dimensions	14
Efficient Algorithms for Regularized Nonnegative Scale-Invariant Low-Rank Approximation Models	14
Randomized Nyström Approximation of Non-negative Self-Adjoint Operators	14
Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning	14