SIAM Journal on Mathematics of Data Science

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 2020-11-01 to 2024-11-01.)
ArticleCitations
Scalable Semidefinite Programming50
The Gap between Theory and Practice in Function Approximation with Deep Neural Networks36
Implicit Deep Learning35
Greed Works: An Improved Analysis of Sampling Kaczmarz--Motzkin30
Persistent Laplacians: Properties, Algorithms and Implications24
Nonbacktracking Eigenvalues under Node Removal: X-Centrality and Targeted Immunization22
Autodifferentiable Ensemble Kalman Filters18
On Stochastic Gradient Langevin Dynamics with Dependent Data Streams: The Fully Nonconvex Case18
Mean-Field Controls with Q-Learning for Cooperative MARL: Convergence and Complexity Analysis16
What Kinds of Functions Do Deep Neural Networks Learn? Insights from Variational Spline Theory15
Finite-Time Performance of Distributed Temporal-Difference Learning with Linear Function Approximation15
Multi-Reference Alignment in High Dimensions: Sample Complexity and Phase Transition14
An AO-ADMM Approach to Constraining PARAFAC2 on All Modes13
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