15
Publications
901
Citations
14
H-Index
2016
Active since
Blake Woodworth is an author at Toyota Technological Institute at Chicago specializing in engineering, computer science, and machine learning.
Top concepts
EngineeringComputer ScienceMachine LearningMathematical ProgrammingStochastic OptimizationData ScienceConvex OptimizationParallel ComputingApproximation TheoryDistributed Learning
Publications per year
2016–2022
15
15
A Field Guide to Federated Optimization
Jianyu Wang, Zachary Charles, Zheng Xu et al. · arXiv (Cornell University) · 2021 · 167 citations · Full text
Lower bounds for non-convex stochastic optimization
Yossi Arjevani, Yair Carmon, John C. Duchi et al. · Mathematical Programming · 2022 · 133 citations
Engineering, Stochastic Optimization, Convex Optimization +4
Learning Non-Discriminatory Predictors
Blake Woodworth, Suriya Gunasekar, Mesrob I. Ohannessian et al. · arXiv (Cornell University) · 2017 · 124 citations · Full text
Artificial Intelligence, Non-discriminatory Predictors, Engineering +17
Kernel and Rich Regimes in Overparametrized Models
Blake Woodworth, Suriya Gunasekar, Jason D. Lee et al. · arXiv (Cornell University) · 2019 · 66 citations · Full text
Is Local SGD Better than Minibatch SGD
Blake Woodworth, Kumar Kshitij Patel, Sebastian U. Stich et al. · 2020 · 61 citations
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