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
Publications
13 items
Warm-starting PDE solvers with any-dimensional machine learning
2026
Cited
0
Transferable Graph Metanetworks
2026
Cited
0
$\mu$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
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Co-authors
12 total
Dustin G. Mixon
Associate Professor, Department of Mathematics, The Ohio State University
Ningyuan (Teresa) Huang
Flatiron Institute
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
Zhengdao Chen
Google Research
Bianca M. Dumitrascu
Assistant Professor of Statistics, Columbia University
George A Kevrekidis
Graduate Student, Johns Hopkins University
