Pranay Sharma

1. Model Sparsity Can Simplify Machine Unlearning
   2023/04/11 by Jinghan Jia, Jiancheng Liu, Jia, Jinghan +13 · 40 citations
   Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning
   2021/06/19 by Prashant Khanduri, Pranay Sharma, Khanduri, Prashant +11 · 5 citations
   Computer Science · Engineering · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Wireless Communication Security Techniques
3. Federated Minimax Optimization: Improved Convergence Analyses and Algorithms
   2022/03/09 by Pranay Sharma, Rohan Panda, Sharma, Pranay +5 · 4 citations
   Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
4. FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning
   2022/07/28 by Divyansh Jhunjhunwala, Pranay Sharma, Jhunjhunwala, Divyansh +5 · 4 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
5. On the Convergence of Federated Averaging with Cyclic Client Participation
   2023/02/06 by Yae Jee Cho, Cho, Yae Jee, Pranay Sharma +9 · 3 citations
   Computer Science · #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Wireless Networks and Protocols #and Cluster Computing (cs.DC)
6. High-probability Convergence Bounds for Nonlinear Stochastic Gradient Descent Under Heavy-tailed Noise
   2023/10/28 by Aleksandar Armacki, Pranay Sharma, Armacki, Aleksandar +9 · 2 citations
   Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Random Matrices and Applications #Sparse and Compressive Sensing Techniques #Statistics Theory (math.ST) #Stochastic Gradient Optimization Techniques
7. Byzantine Resilient Non-Convex SVRG with Distributed Batch Gradient Computations
   2019/12/10 by Prashant Khanduri, Saikiran Bulusu, Khanduri, Prashant +5 · 2 citations
   Computer Science · #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Multiagent Systems (cs.MA) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)