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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Homepage
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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
Twitter
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GitHub
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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 (English only)
Miscellany
Photography and Art
Co-authors
16 total
Co-author 1
Co-author 2
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
Co-author 5
Co-author 6
Benjamin Adam Raichel
University of Texas at Dallas
Elizaveta Rebrova
Princeton ORFE
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