Rishi Sonthalia
7 papers · 2020–2025 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird
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Research topics
Keywords
metric learning
(3)
neural network
(2)
least squares regression
(2)
double descent
(1)
optimal transport
(1)
transformer
(1)
convex optimization
(1)
generalization error
(1)
linear regression
(1)
distance matrix
(1)
tree structure
(1)
low-dimensional embedding
(1)
correlation clustering
(1)
random matrix theory
(1)
generalization bound
(1)
eigenvalue decomposition
(1)
bias-variance tradeoff
(1)
spectral eigen-decay
(1)
generalization capability
(1)
dimensionality reduction
(1)
Papers
Error dynamics of mini-batch gradient descent with random reshuffling for least squares regression
ALT 2025
Universal Approximation of Mean-Field Models via Transformers
ICML 2025
Least Squares Regression Can Exhibit Under-Parameterized Double Descent
NeurIPS 2024
Near-Interpolators: Rapid Norm Growth and the Trade-Off between Interpolation and Generalization
AISTATS 2024
Project and Forget: Solving Large-Scale Metric Constrained Problems
JMLR 2022
How can classical multidimensional scaling go wrong?
NeurIPS 2021
Tree! I am no Tree! I am a low dimensional Hyperbolic Embedding
NeurIPS 2020