Alert button
Picture for Kumar Kshitij Patel

Kumar Kshitij Patel

Alert button

The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication

Add code
Bookmark button
Alert button
May 19, 2024
Kumar Kshitij Patel, Margalit Glasgow, Ali Zindari, Lingxiao Wang, Sebastian U. Stich, Ziheng Cheng, Nirmit Joshi, Nathan Srebro

Viaarxiv icon

Federated Online and Bandit Convex Optimization

Add code
Bookmark button
Alert button
Nov 29, 2023
Kumar Kshitij Patel, Lingxiao Wang, Aadirupa Saha, Nati Sebro

Viaarxiv icon

On the Effect of Defections in Federated Learning and How to Prevent Them

Add code
Bookmark button
Alert button
Nov 28, 2023
Minbiao Han, Kumar Kshitij Patel, Han Shao, Lingxiao Wang

Viaarxiv icon

A Stochastic Newton Algorithm for Distributed Convex Optimization

Add code
Bookmark button
Alert button
Oct 07, 2021
Brian Bullins, Kumar Kshitij Patel, Ohad Shamir, Nathan Srebro, Blake Woodworth

Figure 1 for A Stochastic Newton Algorithm for Distributed Convex Optimization
Figure 2 for A Stochastic Newton Algorithm for Distributed Convex Optimization
Figure 3 for A Stochastic Newton Algorithm for Distributed Convex Optimization
Figure 4 for A Stochastic Newton Algorithm for Distributed Convex Optimization
Viaarxiv icon

Minibatch vs Local SGD for Heterogeneous Distributed Learning

Add code
Bookmark button
Alert button
Jun 18, 2020
Blake Woodworth, Kumar Kshitij Patel, Nathan Srebro

Figure 1 for Minibatch vs Local SGD for Heterogeneous Distributed Learning
Figure 2 for Minibatch vs Local SGD for Heterogeneous Distributed Learning
Figure 3 for Minibatch vs Local SGD for Heterogeneous Distributed Learning
Viaarxiv icon

Is Local SGD Better than Minibatch SGD?

Add code
Bookmark button
Alert button
Feb 18, 2020
Blake Woodworth, Kumar Kshitij Patel, Sebastian U. Stich, Zhen Dai, Brian Bullins, H. Brendan McMahan, Ohad Shamir, Nathan Srebro

Figure 1 for Is Local SGD Better than Minibatch SGD?
Figure 2 for Is Local SGD Better than Minibatch SGD?
Figure 3 for Is Local SGD Better than Minibatch SGD?
Viaarxiv icon

Communication trade-offs for synchronized distributed SGD with large step size

Add code
Bookmark button
Alert button
Apr 25, 2019
Kumar Kshitij Patel, Aymeric Dieuleveut

Figure 1 for Communication trade-offs for synchronized distributed SGD with large step size
Figure 2 for Communication trade-offs for synchronized distributed SGD with large step size
Viaarxiv icon