Tavallaie, Omid
- Federated Learning as a Service for Hierarchical Edge Networks with Heterogeneous Models
2024/07/30 by Wentao Gao, Gao, Wentao, Omid Tavallaie +5 · 2 citations
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Advanced Graph Neural Networks
- RBLA: Rank-Based-LoRA-Aggregation for Fine-tuning Heterogeneous Models in FLaaS
2024/08/16 by Shuaijun Chen, Chen, Shuaijun, Omid Tavallaie +5 · 2 citations
Engineering · #Distributed #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Boosting Communication Efficiency of Federated Learning's Secure Aggregation
2024/05/02 by Niousha Nazemi, Omid Tavallaie, Nazemi, Niousha +7 · 1 citation
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- AutoRank: MCDA Based Rank Personalization for LoRA-Enabled Distributed Learning
2024/12/20 by Shuaijun Chen, Chen, Shuaijun, Omid Tavallaie +7 · 1 citation
Engineering · Computer Science · #Robotics and Automated Systems #Context-Aware Activity Recognition Systems