Dogyoon Song

Mathematics · University of Michigan

Mid career · publishing since 2013Rising activity

Statistical Methods and Inference Sparse and Compressive Sensing Techniques Domain Adaptation and Few-Shot Learning Stochastic Gradient Optimization Techniques Machine Learning and Algorithms

Publications

Citations

160

Est. group size

Recurring co-author estimate

Active years

Publishing since 2013

In context

Among 196 mid career Mathematics PIs within our index

Citations: 160cohort median 311

Publications / year (recent): 5.0cohort median 3.3

Typically publishes in teams of ~4 · 45% small-team papers (≤3 authors) · across 7 venues

Publication cadence

Publications per year over the last 10 years — averaging 5.0/year recently

Collaborators per year

Distinct co-authors at University of Michigan each year — a rough indication of whether the group around this researcher has been growing or contracting. An estimate from co-authorship, not a roster: collaborators are not necessarily lab members, and recent years can be under-counted while indexing catches up.

Recent publications

Scaling Laws of SignSGD in Linear Regression: When Does It Outperform SGD?
arXiv (Cornell University) · 2026
Scaling Laws of SignSGD in Linear Regression: When Does It Outperform SGD?
arXiv (Cornell University) · 2026
The Effect of Training Task Diversity on In-Context Learning through the Lens of Low-Dimensional Subspaces
arXiv (Cornell University) · 2026
The Effect of Training Task Diversity on In-Context Learning through the Lens of Low-Dimensional Subspaces
arXiv (Cornell University) · 2026
Neumann-series corrections for regression adjustment in randomized experiments
arXiv (Cornell University) · 2025
Local Minima Structures in Gaussian Mixture Models
IEEE Transactions on Information Theory · 2024
Robustness-Preserving Lifelong Learning Via Dataset Condensation
2023
Errors-in-variables Fréchet Regression with Low-rank Covariate Approximation
arXiv (Cornell University) · 2023
Benign overfitting beyond prediction: The ordinary least squares interpolator
arXiv (Cornell University) · 2023
On Separability of Covariance in Multiway Data Analysis
arXiv (Cornell University) · 2023
Robustness-preserving Lifelong Learning via Dataset Condensation
arXiv (Cornell University) · 2023
Minimum-Risk Recalibration of Classifiers
arXiv (Cornell University) · 2023
Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation
2023
Minimum-Risk Recalibration of Classifiers
2023
Kronecker-structured covariance models for multiway data
Statistics Surveys · 2022

Publishes in

arXiv (Cornell University)×25
DSpace@MIT (Massachusetts Institute of Technology)×2
IEEE Transactions on Information Theory×1
Statistics Surveys×1
Mathematical Programming×1

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This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 25, 2026.

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