Kumar Kshitij Patel

According to our database, Kumar Kshitij Patel authored at least 11 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Federated Online and Bandit Convex Optimization.

Kumar Kshitij Patel, Lingxiao Wang, Aadirupa Saha, Nati Sebro

CoRR, 2023

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

Minbiao Han, Kumar Kshitij Patel, Han Shao, Lingxiao Wang

CoRR, 2023

Federated Online and Bandit Convex Optimization.

Kumar Kshitij Patel, Lingxiao Wang, Aadirupa Saha, Nathan Srebro

Proceedings of the International Conference on Machine Learning, 2023

2022

Towards Optimal Communication Complexity in Distributed Non-Convex Optimization.

Kumar Kshitij Patel, Lingxiao Wang, Blake E. Woodworth, Brian Bullins, Nati Srebro

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

A Stochastic Newton Algorithm for Distributed Convex Optimization.

Brian Bullins, Kumar Kshitij Patel, Ohad Shamir, Nathan Srebro, Blake E. Woodworth

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020

Minibatch vs Local SGD for Heterogeneous Distributed Learning.

Blake E. Woodworth, Kumar Kshitij Patel, Nati Srebro

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Is Local SGD Better than Minibatch SGD?

Blake E. Woodworth, Kumar Kshitij Patel, Sebastian U. Stich, Zhen Dai, Brian Bullins, H. Brendan McMahan, Ohad Shamir, Nathan Srebro

Proceedings of the 37th International Conference on Machine Learning, 2020

Don't Use Large Mini-batches, Use Local SGD.

Tao Lin, Sebastian U. Stich, Kumar Kshitij Patel, Martin Jaggi

Proceedings of the 8th International Conference on Learning Representations, 2020

2019

Corruption-tolerant bandit learning.

Sayash Kapoor, Kumar Kshitij Patel, Purushottam Kar

Mach. Learn., 2019

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

Kumar Kshitij Patel, Aymeric Dieuleveut

CoRR, 2019

Communication trade-offs for Local-SGD with large step size.

Aymeric Dieuleveut, Kumar Kshitij Patel

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019