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Brukhim, Nataly
13 publications
COLT
2025
A Fine-Grained Characterization of PAC Learnability
Marco Bressan
,
Nataly Brukhim
,
Nicolò Cesa-Bianchi
,
Emmanuel Esposito
,
Yishay Mansour
,
Shay Moran
,
Maximilian Thiessen
COLT
2025
Of Dice and Games: A Theory of Generalized Boosting
Marco Bressan
,
Nataly Brukhim
,
Nicolò Cesa-Bianchi
,
Emmanuel Esposito
,
Yishay Mansour
,
Shay Moran
,
Maximilian Thiessen
COLT
2025
On the Hardness of Bandit Learning
Nataly Brukhim
,
Aldo Pacchiano
,
Miroslav Dudik
,
Robert Schapire
NeurIPS
2023
A Unified Model and Dimension for Interactive Estimation
Nataly Brukhim
,
Miro Dudik
,
Aldo Pacchiano
,
Robert E. Schapire
COLT
2023
Improper Multiclass Boosting
Nataly Brukhim
,
Steve Hanneke
,
Shay Moran
NeurIPS
2023
Multiclass Boosting: Simple and Intuitive Weak Learning Criteria
Nataly Brukhim
,
Amit Daniely
,
Yishay Mansour
,
Shay Moran
ALT
2023
Projection-Free Adaptive Regret with Membership Oracles
Zhou Lu
,
Nataly Brukhim
,
Paula Gradu
,
Elad Hazan
NeurIPS
2022
A Boosting Approach to Reinforcement Learning
Nataly Brukhim
,
Elad Hazan
,
Karan Singh
NeurIPS
2021
Multiclass Boosting and the Cost of Weak Learning
Nataly Brukhim
,
Elad Hazan
,
Shay Moran
,
Indraneel Mukherjee
,
Robert E. Schapire
ALT
2021
Online Boosting with Bandit Feedback
Nataly Brukhim
,
Elad Hazan
ICML
2020
Boosting for Control of Dynamical Systems
Naman Agarwal
,
Nataly Brukhim
,
Elad Hazan
,
Zhou Lu
NeurIPS
2020
Online Agnostic Boosting via Regret Minimization
Nataly Brukhim
,
Xinyi Chen
,
Elad Hazan
,
Shay Moran
ICML
2018
Predict and Constrain: Modeling Cardinality in Deep Structured Prediction
Nataly Brukhim
,
Amir Globerson