Sashank J. Reddi

On the Convergence of Adam and Beyond

Sashank J. Reddi, Satyen Kale, Sanjiv Kumar · arXiv (Cornell University) · 2019 · 1.6K citations · Full text

Artificial Intelligence, Mathematical Programming, Model Optimization +14

Stochastic Variance Reduction for Nonconvex Optimization

Sashank J. Reddi, Ahmed Hefny, Suvrit Sra et al. · arXiv (Cornell University) · 2016 · 242 citations · Full text

Gradient Descent, Engineering, Machine Learning +10

Adaptive Methods for Nonconvex Optimization

Manzil Zaheer, Sashank J. Reddi, Devendra Singh Sachan et al. · Neural Information Processing Systems · 2018 · 221 citations

Numerical Analysis, Mathematical Programming, Model Optimization +14

SCAFFOLD: Stochastic Controlled Averaging for On-Device Federated Learning.

Sai Praneeth Karimireddy, Satyen Kale, Mehryar Mohri et al. · 2019 · 215 citations

Artificial Intelligence, Mathematical Programming, Engineering +13

A Field Guide to Federated Optimization

Jianyu Wang, Zachary Charles, Zheng Xu et al. · arXiv (Cornell University) · 2021 · 167 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18