OOIR: Observatory of International Research

Papers

(The H4-Index of SIAM Journal on Mathematics of Data Science is 13. 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 2021-11-01 to 2025-11-01.)

Article	Citations
Taming Neural Networks with TUSLA: Nonconvex Learning via Adaptive Stochastic Gradient Langevin Algorithms	36
A Simple and Optimal Algorithm for Strict Circular Seriation	29
Spectral Barron Space for Deep Neural Network Approximation	29
Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization	26
On the Inconsistency of Kernel Ridgeless Regression in Fixed Dimensions	23
Randomized Nyström Approximation of Non-negative Self-Adjoint Operators	22
A Note on the Regularity of Images Generated by Convolutional Neural Networks	22
New Equivalences between Interpolation and SVMs: Kernels and Structured Features	20
Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning	17
Resolving the Mixing Time of the Langevin Algorithm to Its Stationary Distribution for Log-Concave Sampling	16
Block Majorization Minimization with Extrapolation and Application to \({\beta }\)-NMF	16
Learning Functions Varying along a Central Subspace	14
Quantitative Approximation Results for Complex-Valued Neural Networks	13
Efficient Algorithms for Regularized Nonnegative Scale-Invariant Low-Rank Approximation Models	13
Deep Block Proximal Linearized Minimization Algorithm for Nonconvex Inverse Problems	13