Murata, Tomoya
- Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning
2021/02/05 by Murata, Tomoya, Suzuki, Taiji · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Spectral Pruning: Compressing Deep Neural Networks via Spectral Analysis and its Generalization Error
2018/08/26 by Taiji Suzuki, Hiroshi Abe, Suzuki, Taiji +15 · 2 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Gaussian Processes and Bayesian Inference #Neural Networks and Applications
- Sample Efficient Stochastic Gradient Iterative Hard Thresholding Method for Stochastic Sparse Linear Regression with Limited Attribute Observation
2018/09/05 by Murata, Tomoya, Suzuki, Taiji · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- DIFF2: Differential Private Optimization via Gradient Differences for Nonconvex Distributed Learning
2023/02/08 by Tomoya Murata, Murata, Tomoya, Taiji Suzuki +1 · 1 citation
Computer Science · Medicine · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Pharmacological Effects and Toxicity Studies #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques