Guy Kornowski
13 papers · 2021–2026 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (15) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🧬 Topic Evolution
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Keyword Collector
(55)
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Unstoppable · Bronze
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Century Club · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(11)
Optimization & Theory · Machine Learning
(11)
Mathematics & Optimization
(9)
Optimization
(9)
Artificial Intelligence
(1)
Deep Learning
(1)
Natural Language Processing
(1)
Security & Privacy
(1)
Applications
(1)
Core AI
(1)
Core Methods
(1)
Differential Privacy
(1)
Mathematics
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
nonsmooth optimization
(4)
non-convex optimization
(4)
oracle complexity
(3)
stationary point
(3)
gradient descent
(2)
smoothing method
(2)
bilevel optimization
(2)
perceptron
(1)
convex optimization
(1)
learning theory
(1)
nonparametric regression
(1)
gradient-based method
(1)
uniform convergence
(1)
nash equilibria
(1)
binary classification
(1)
margin
(1)
neural network optimization
(1)
distribution-free learning
(1)
zero-order optimization
(1)
optimization theory
(1)
Papers
Differentially Private Bilevel Optimization
ALT 2026
Improved Sample Complexity for Private Nonsmooth Nonconvex Optimization
ICML 2025
The Oracle Complexity of Simplex-based Matrix Games: Linear Separability and Nash Equilibria
COLT 2025
Trade-offs in Data Memorization via Strong Data Processing Inequalities
COLT 2025
An Algorithm with Optimal Dimension-Dependence for Zero-Order Nonsmooth Nonconvex Stochastic Optimization
JMLR 2024
Efficient Agnostic Learning with Average Smoothness
ALT 2024
First-Order Methods for Linearly Constrained Bilevel Optimization
NeurIPS 2024
Open Problem: Anytime Convergence Rate of Gradient Descent
COLT 2024
Deterministic Nonsmooth Nonconvex Optimization
COLT 2023
From Tempered to Benign Overfitting in ReLU Neural Networks
NeurIPS 2023
Near-optimal learning with average Hölder smoothness
NeurIPS 2023
Oracle Complexity in Nonsmooth Nonconvex Optimization
JMLR 2022
Oracle Complexity in Nonsmooth Nonconvex Optimization
NeurIPS 2021