Rishi Sonthalia
7 papers · 2020–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (5) π Interdisciplinary Bridge π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (15) π Academic Marathon (5)
π
Cross-Pollinator
(7)
β
The Questioner
Conferences
NIPS (3)
AISTATS (1)
ALT (1)
ICML (1)
JMLR (1)
Top co-authors
Keywords
metric learning
(3)
dimensionality reduction
(1)
double descent
(1)
convex optimization
(1)
optimal transport
(1)
eigenvalue decomposition
(1)
generalization error
(1)
linear regression
(1)
distance matrix
(1)
least squares regression
(1)
low-dimensional embedding
(1)
correlation clustering
(1)
random matrix theory
(1)
generalization bound
(1)
tree structure
(1)
bias-variance tradeoff
(1)
spectral eigen-decay
(1)
generalization capability
(1)
hyperbolic embedding
(1)
constrained convex optimization
(1)
Papers
Universal Approximation of Mean-Field Models via Transformers
ICML 2025
Error dynamics of mini-batch gradient descent with random reshuffling for least squares regression
ALT 2025
Near-Interpolators: Rapid Norm Growth and the Trade-Off between Interpolation and Generalization
AISTATS 2024
Least Squares Regression Can Exhibit Under-Parameterized Double Descent
NIPS 2024
Project and Forget: Solving Large-Scale Metric Constrained Problems
JMLR 2022
How can classical multidimensional scaling go wrong?
NIPS 2021
Tree! I am no Tree! I am a low dimensional Hyperbolic Embedding
NIPS 2020