Scholar
Soledad Villar
Google Scholar ID: JBGlsDoAAAAJ
Johns Hopkins University
mathematics of data
geometric deep learning
computational harmonic analysis
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Citations & Impact
All-time
Citations
2,201
H-index
22
i10-index
29
Publications
20
Co-authors
43
list available
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No contact links provided.
Publications
11 items
$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
2026
Cited
0
Learning Rate Scaling across LoRA Ranks and Transfer to Full Finetuning
2026
Cited
0
Group Averaging for Physics Applications: Accuracy Improvements at Zero Training Cost
2025
Cited
0
Multi-View Graph Learning with Graph-Tuple
2025
Cited
0
If you can distinguish, you can express: Galois theory, Stone--Weierstrass, machine learning, and linguistics
2025
Cited
0
The Future of Artificial Intelligence and the Mathematical and Physical Sciences (AI+MPS)
2025
Cited
0
On Transferring Transferability: Towards a Theory for Size Generalization
2025
Cited
0
Towards Coordinate- and Dimension-Agnostic Machine Learning for Partial Differential Equations
2025
Cited
0
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Resume (English only)
Co-authors
43 total
Dustin G. Mixon
Associate Professor, Department of Mathematics, The Ohio State University
Co-author 2
Co-author 3
Ningyuan (Teresa) Huang
Flatiron Institute
Co-author 5
Joan Bruna
Professor of Computer Science, Data Science & Mathematics (aff), Courant Institute and CDS, NYU
Rachel Ward
UT Austin
Afonso S. Bandeira
Professor of Mathematics, ETH Zurich
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