Kumar Kshitij Patel

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 16

Top Topics

Distributed Heterogeneous

Convex Optimization

Stochastic Gradient Descent

Top Venues

Publications

Kumar Kshitij Patel, Margalit Glasgow, Ali Zindari, Lingxiao Wang, Sebastian U. Stich, Ziheng Cheng, Nirmit Joshi, Nathan Srebro
The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication. COLT (2024)
Kumar Kshitij Patel, Margalit Glasgow, Ali Zindari, Lingxiao Wang, Sebastian U. Stich, Ziheng Cheng, Nirmit Joshi, Nathan Srebro
The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication. CoRR (2024)
Minbiao Han, Kumar Kshitij Patel, Han Shao, Lingxiao Wang
On the Effect of Defections in Federated Learning and How to Prevent Them. CoRR (2023)
Kumar Kshitij Patel, Lingxiao Wang, Aadirupa Saha, Nathan Srebro
Federated Online and Bandit Convex Optimization. ICML (2023)
Kumar Kshitij Patel, Lingxiao Wang, Aadirupa Saha, Nati Sebro
Federated Online and Bandit Convex Optimization. CoRR (2023)
Kumar Kshitij Patel, Lingxiao Wang, Blake E. Woodworth, Brian Bullins, Nati Srebro
Towards Optimal Communication Complexity in Distributed Non-Convex Optimization. NeurIPS (2022)
Brian Bullins, Kumar Kshitij Patel, Ohad Shamir, Nathan Srebro, Blake E. Woodworth
A Stochastic Newton Algorithm for Distributed Convex Optimization. NeurIPS (2021)
Brian Bullins, Kumar Kshitij Patel, Ohad Shamir, Nathan Srebro, Blake E. Woodworth
A Stochastic Newton Algorithm for Distributed Convex Optimization. CoRR (2021)
Tao Lin, Sebastian U. Stich, Kumar Kshitij Patel, Martin Jaggi
Don't Use Large Mini-batches, Use Local SGD. ICLR (2020)
Blake E. Woodworth, Kumar Kshitij Patel, Nati Srebro
Minibatch vs Local SGD for Heterogeneous Distributed Learning. NeurIPS (2020)
Blake E. Woodworth, Kumar Kshitij Patel, Sebastian U. Stich, Zhen Dai, Brian Bullins, H. Brendan McMahan, Ohad Shamir, Nathan Srebro
Is Local SGD Better than Minibatch SGD? ICML (2020)
Blake E. Woodworth, Kumar Kshitij Patel, Nathan Srebro
Minibatch vs Local SGD for Heterogeneous Distributed Learning. CoRR (2020)
Blake E. Woodworth, Kumar Kshitij Patel, Sebastian U. Stich, Zhen Dai, Brian Bullins, H. Brendan McMahan, Ohad Shamir, Nathan Srebro
Is Local SGD Better than Minibatch SGD? CoRR (2020)
Kumar Kshitij Patel, Aymeric Dieuleveut
Communication trade-offs for synchronized distributed SGD with large step size. CoRR (2019)
Sayash Kapoor, Kumar Kshitij Patel, Purushottam Kar
Corruption-tolerant bandit learning. Mach. Learn. 108 (4) (2019)
Aymeric Dieuleveut, Kumar Kshitij Patel
Communication trade-offs for Local-SGD with large step size. NeurIPS (2019)