Ahmed Khaled

About Ahmed Khaled

Ahmed Khaled, With an exceptional h-index of 11 and a recent h-index of 11 (since 2020), a distinguished researcher at Cairo University, specializes in the field of Optimization, Federated Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Directional Smoothness and Gradient Methods: Convergence and Adaptivity

Tuning-Free Stochastic Optimization

A novel analysis of gradient descent under directional smoothness

DoWG Unleashed: An Efficient Universal Parameter-Free Gradient Descent Method

Federated optimization algorithms with random reshuffling and gradient compression

Faster federated optimization under second-order similarity

Proximal and federated random reshuffling

FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning

Ahmed Khaled Information

University

Position

___

Citations(all)

951

Citations(since 2020)

950

Cited By

156

hIndex(all)

11

hIndex(since 2020)

11

i10Index(all)

11

i10Index(since 2020)

11

Email

University Profile Page

Google Scholar

Ahmed Khaled Skills & Research Interests

Optimization

Federated Learning

Top articles of Ahmed Khaled

Title

Journal

Author(s)

Publication Date

Directional Smoothness and Gradient Methods: Convergence and Adaptivity

arXiv preprint arXiv:2403.04081

Aaron Mishkin

Ahmed Khaled

Yuanhao Wang

Aaron Defazio

Robert M Gower

2024/3/6

Tuning-Free Stochastic Optimization

arXiv preprint arXiv:2402.07793

Ahmed Khaled

Chi Jin

2024/2/12

A novel analysis of gradient descent under directional smoothness

Aaron Mishkin

Ahmed Khaled

Aaron Defazio

Robert M Gower

2023/12/13

DoWG Unleashed: An Efficient Universal Parameter-Free Gradient Descent Method

NeurIPS 2023

Ahmed Khaled

Konstantin Mishchenko

Chi Jin

2023/5/25

Federated optimization algorithms with random reshuffling and gradient compression

arXiv preprint arXiv:2206.07021

Abdurakhmon Sadiev

Grigory Malinovsky

Eduard Gorbunov

Igor Sokolov

Ahmed Khaled

...

2022/6/14

Faster federated optimization under second-order similarity

ICLR 2023

Ahmed Khaled

Chi Jin

2022/9/6

Proximal and federated random reshuffling

Konstantin Mishchenko

Ahmed Khaled

Peter Richtárik

2022/6/28

FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning

AISTATS 2022 (arXiv:2111.11556)

Elnur Gasanov

Ahmed Khaled

Samuel Horváth

Peter Richtárik

2021/11/22

Better theory for SGD in the nonconvex world

TMLR

Ahmed Khaled

Peter Richtárik

2020/2/9

Tighter Theory for Local SGD on Identical and Heterogeneous Data

Ahmed Khaled

Konstantin Mishchenko

Peter Richtárik

2020/1/21

Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization

Journal of Optimization Theory and Applications

Ahmed Khaled

Othmane Sebbouh

Nicolas Loizou

Robert M Gower

Peter Richtárik

2023/11

Random Reshuffling: Simple Analysis with Vast Improvements

Advances in Neural Information Processing Systems 33

Konstantin Mishchenko

Ahmed Khaled

Peter Richtárik

2020/6/10

Applying fast matrix multiplication to neural networks

Ahmed Khaled

Amir F Atiya

Ahmed H Abdel-Gawad

2020/3/30

See List of Professors in Ahmed Khaled University(Cairo University)

Co-Authors

academic-engine