Tomas Gonzalez
3 papers · 2023–2026 · 3 conferences · across top CS/AI conferences
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Conferences
ALT (1)
COLT (1)
ICML (1)
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Keywords
differential privacy
(2)
stochastic optimization
(2)
finite-sum optimization
(1)
online linear regression
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mirror descent
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concentration inequality
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saddle-point problems
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convergence rate
(1)
generalized linear model
(1)
stationary point
(1)
linear bandit
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dimension-independent rate
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convex-concave optimization
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light-tailed distribution
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self-normalized process
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Papers
Vector-valued self-normalized concentration inequalities beyond sub-Gaussianity
ALT 2026
Mirror Descent Algorithms with Nearly Dimension-Independent Rates for Differentially-Private Stochastic Saddle-Point Problems extended abstract
COLT 2024
Faster Rates of Convergence to Stationary Points in Differentially Private Optimization
ICML 2023