Ivkin, Nikita
- FetchSGD: Communication-Efficient Federated Learning with Sketching
2020/07/15 by Daniel Rothchild, Ashwinee Panda, Rothchild, Daniel +13 · 8 citations
Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Stochastic Gradient Optimization Techniques
- Beating CountSketch for Heavy Hitters in Insertion Streams
2015/11/02 by Braverman, Vladimir, Chestnut, Stephen R., Ivkin, Nikita +1 · 2 citations
#Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences
- Communication-efficient distributed SGD with Sketching
2019/03/12 by Nikita Ivkin, Daniel Rothchild, Ivkin, Nikita +9 · 2 citations
Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- BPTree: an ℓ2 heavy hitters algorithm using constant memory
2016/03/02 by Vladimir Braverman, Braverman, Vladimir, Stephen R. Chestnut +9 · 2 citations
Computer Science · #Advanced Data Storage Technologies #Algorithms and Data Compression #Data Management and Algorithms #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences