Large-Scale Convex Minimization with a Low-Rank Constraint. - Shai Shalev-Shwartz; Alon Gonen; Ohad Shamir (ICML, 2011)

Active Learning Halfspaces under Margin Assumptions - Alon Gonen; Sivan Sabato; Shai Shalev-Shwartz (CoRR, 2011)

Efficient Pool-Based Active Learning of Halfspaces - Alon Gonen; Sivan Sabato; Shai Shalev-Shwartz (CoRR, 2012)

Efficient active learning of halfspaces: an aggressive approach. - Alon Gonen; Sivan Sabato; Shai Shalev-Shwartz (J. Mach. Learn. Res., 2013)

The Sample Complexity of Subspace Learning with Partial Information. - Alon Gonen; Dan Rosenbaum; Yonina C. Eldar; Shai Shalev-Shwartz (CoRR, 2014)

Strongly Adaptive Online Learning. - Amit Daniely; Alon Gonen; Shai Shalev-Shwartz (ICML, 2015)

Faster SGD Using Sketched Conditioning. - Alon Gonen; Shai Shalev-Shwartz (CoRR, 2015)

Solving Ridge Regression using Sketched Preconditioned SVRG. - Alon Gonen; Francesco Orabona; Shai Shalev-Shwartz (ICML, 2016)

Tightening the Sample Complexity of Empirical Risk Minimization via Preconditioned Stability. - Alon Gonen; Shai Shalev-Shwartz (CoRR, 2016)

Faster Low-rank Approximation using Adaptive Gap-based Preconditioning. - Alon Gonen; Shai Shalev-Shwartz (CoRR, 2016)

Subspace Learning with Partial Information. - Alon Gonen; Dan Rosenbaum; Yonina C. Eldar; Shai Shalev-Shwartz (J. Mach. Learn. Res., 2016)

Fast Rates for Empirical Risk Minimization of Strict Saddle Problems. - Alon Gonen; Shai Shalev-Shwartz (COLT, 2017)

Smooth Sensitivity Based Approach for Differentially Private Principal Component Analysis. - Alon Gonen; Ran Gilad-Bachrach (CoRR, 2017)

Average Stability is Invariant to Data Preconditioning. Implications to Exp-concave Empirical Risk Minimization. - Alon Gonen; Shai Shalev-Shwartz (J. Mach. Learn. Res., 2017)

Effective Dimension of Exp-concave Optimization. - Naman Agarwal; Alon Gonen (CoRR, 2018)

Learning in Non-convex Games with an Optimization Oracle. - Alon Gonen; Elad Hazan (CoRR, 2018)

Learning in Non-convex Games with an Optimization Oracle. - Naman Agarwal; Alon Gonen; Elad Hazan (COLT, 2019)

Private Learning Implies Online Learning: An Efficient Reduction. - Alon Gonen; Elad Hazan; Shay Moran (NeurIPS, 2019)

Towards a Combinatorial Characterization of Bounded-Memory Learning. - Alon Gonen; Shachar Lovett; Michal Moshkovitz (NeurIPS, 2020)

Boosting Simple Learners. - Noga Alon; Alon Gonen; Elad Hazan; Shay Moran (TheoretiCS, 2023)