Stefano Vigogna
4 papers · 2021–2023 · 3 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird πΊοΈ Taxonomy Completionist (10) π§ Keyword Pioneer π Conference Polyglot (3) π Cross-Pollinator (14)
π
Interdisciplinary Bridge
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Keyword Champion
(2)
β
The Questioner
Conferences
NIPS (2)
AISTATS (1)
ICML (1)
Top co-authors
Keywords
exponential convergence
(2)
sample complexity
(1)
multiclass classification
(1)
generalization error
(1)
kernel ridge regression
(1)
margin theory
(1)
surrogate loss
(1)
margin condition
(1)
classification error
(1)
large-scale regression
(1)
support vector machine
(1)
random projection
(1)
convergence rate
(1)
lower bound
(1)
error bound
(1)
bias-variance trade-off
(1)
dimensionality curse
(1)
hard-margin condition
(1)
feature space partition
(1)
scalable solver
(1)
Papers
How many samples are needed to leverage smoothness?
NIPS 2023
A Case of Exponential Convergence Rates for SVM
AISTATS 2023
Multiclass learning with margin: exponential rates with no bias-variance trade-off
ICML 2022
ParK: Sound and Efficient Kernel Ridge Regression by Feature Space Partitions
NIPS 2021