Tomoya Murata

1. Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning
   2021/02/05 by Tomoya Murata, Murata, Tomoya, Taiji Suzuki +1 · 3 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. 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
3. DIFF2: Differential Private Optimization via Gradient Differences for Nonconvex Distributed Learning
   2023/02/08 by Tomoya Murata, Murata, Tomoya, Taiji Suzuki +1 · 2 citations
   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
4. Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning
   2022/02/12 by Tomoya Murata, Taiji Suzuki, Murata, Tomoya +1 · 1 citation
   Computer Science · Engineering · #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)