Kumar Kshitij Patel

1. Minibatch vs Local SGD for Heterogeneous Distributed Learning
   2020/06/08 by Blake Woodworth, Kumar Kshitij Patel, Woodworth, Blake +3 · 9 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. Approaching Deep Learning through the Spectral Dynamics of Weights
   2024/08/21 by David Yunis, Kumar Kshitij Patel, Yunis, David +14 · 2 voices · 7 citations
   Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques #cs.AI #cs.LG
3. What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity
   2026/07/16 by Kumar Kshitij Patel, Rustem Islamov, Sebastian U Stich +3
   #cs.LG #math.OC #stat.ML