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 2022-06-01 to 2026-06-01.)

Article	Citations
Spectral Barron Space for Deep Neural Network Approximation	47
A Simple and Optimal Algorithm for Strict Circular Seriation	35
A Note on the Regularity of Images Generated by Convolutional Neural Networks	34
Taming Neural Networks with TUSLA: Nonconvex Learning via Adaptive Stochastic Gradient Langevin Algorithms	34
Learning Functions Varying along a Central Subspace	28
Efficient Algorithms for Regularized Nonnegative Scale-Invariant Low-Rank Approximation Models	22
On the Inconsistency of Kernel Ridgeless Regression in Fixed Dimensions	21
Resolving the Mixing Time of the Langevin Algorithm to Its Stationary Distribution for Log-Concave Sampling	19
Block Majorization Minimization with Extrapolation and Application to \({\beta }\)-NMF	17
Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning	17
Deep Block Proximal Linearized Minimization Algorithm for Nonconvex Inverse Problems	15
New Equivalences between Interpolation and SVMs: Kernels and Structured Features	15
Randomized Nyström Approximation of Non-negative Self-Adjoint Operators	15
Online Machine Teaching under Learner Uncertainty: Gradient Descent Learners of a Quadratic Loss	14