Scholar
Rishi Sonthalia
Google Scholar ID: HYozgRsAAAAJ
Assistant Professor, Boston College
Statistical Learning Theory
Deep Learning Theory
Geometric ML
Combinatorics and TCS
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Citations & Impact
All-time
Citations
329
H-index
9
i10-index
8
Publications
20
Co-authors
16
list available
Contact
Email
rsonthal@umich.edu
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Publications
6 items
Geometry-Preserving Neural Architectures on Manifolds with Boundary
2026
Cited
0
Matricial Free Energy as a Gaussianizing Regularizer: Enhancing Autoencoders for Gaussian Code Generation
2025
Cited
0
Low Rank Gradients and Where to Find Them
2025
Cited
0
Risk Phase Transitions in Spiked Regression: Alignment Driven Benign and Catastrophic Overfitting
2025
Cited
0
Identification of Mean-Field Dynamics using Transformers
arXiv.org · 2024
Cited
2
Error dynamics of mini-batch gradient descent with random reshuffling for least squares regression
2024
Cited
0
Resume
Miscellany
Photography and Art
Co-authors
11 total
Harlin Lee
School of Data Science and Society, University of North Carolina at Chapel Hill
Andrea Bertozzi
Prof. of Math. and Mech. & Aero. Eng., Betsy Wood Knapp Chair for Innovation and Creativity, UCLA
Benjamin Adam Raichel
University of Texas at Dallas
Elizaveta Rebrova
Princeton ORFE
Raj Rao Nadakuditi
Associate Professor, University of Michigan
Nicolás García Trillos
Associate Professor, Department of Statistics, University of Wisconsin-Madison
Shiba Biswal
Los Alamos National Laboratory
Karthik Elamvazhuthi
Los Alamos National Laboratory
