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 2021-08-01 to 2025-08-01.)

Article	Citations
Spectral Barron Space for Deep Neural Network Approximation	35
A Simple and Optimal Algorithm for Strict Circular Seriation	26
Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization	25
Taming Neural Networks with TUSLA: Nonconvex Learning via Adaptive Stochastic Gradient Langevin Algorithms	23
On the Inconsistency of Kernel Ridgeless Regression in Fixed Dimensions	21
Learning Functions Varying along a Central Subspace	19
Resolving the Mixing Time of the Langevin Algorithm to Its Stationary Distribution for Log-Concave Sampling	19
Efficient Algorithms for Regularized Nonnegative Scale-Invariant Low-Rank Approximation Models	19
A Note on the Regularity of Images Generated by Convolutional Neural Networks	15
Randomized Nyström Approximation of Non-negative Self-Adjoint Operators	15
New Equivalences between Interpolation and SVMs: Kernels and Structured Features	14
Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning	13