amitattia at mail dot tau dot ac dot il
I'm a PhD student at the Department of Computer Science at Tel Aviv University, advised by Dr. Tomer Koren. I completed my MSc under the supervision of Tomer and before that, obtained a BSc in Computer Science and a minor in Physics from the Hebrew University of Jerusalem. My research focuses on optimization for machine learning, and in particular on convergence and generalization of first-order methods.
How Free is Parameter-Free Stochastic Optimization?
Amit Attia, Tomer Koren
[arXiv]
A Note on High-Probability Analysis of Algorithms with Exponential, Sub-Gaussian, and General Light Tails
Amit Attia, Tomer Koren
[arXiv]
SGD with AdaGrad Stepsizes: Full Adaptivity with High Probability to Unknown Parameters, Unbounded Gradients and Affine Variance
Amit Attia, Tomer Koren
ICML 2023
[arXiv]
Uniform Stability for First-Order Empirical Risk Minimization
Amit Attia, Tomer Koren
COLT 2022
[arXiv]
Algorithmic Instabilities of Accelerated Gradient Descent
Amit Attia, Tomer Koren
NeurIPS 2021
[arXiv]