1 citations · 1 across the 2 of their papers we have counts for
5 papers
Bernoulli-LoRA: A Theoretical Framework for Randomized Low-Rank Adaptation
Igor Sokolov, Abdurakhmon Sadiev, Yury Demidovich +2
Parameter-efficient fine-tuning (PEFT) has emerged as a crucial approach for adapting large foundational models to specific tasks, particularly as model sizes continue to grow expo…
Clustered Scheduling and Communication Pipelining For Efficient Resource Management Of Wireless Federated Learning
Cihat Keçeci, Mohammad Shaqfeh, Fawaz Al-Qahtani +2
This paper proposes using communication pipelining to enhance the wireless spectrum utilization efficiency and convergence speed of federated learning in mobile edge computing appl…
Distributed User Clustering and Resource Allocation for Imperfect NOMA in Heterogeneous Networks
Abdulkadir Celik, Ming-Cheng Tsai, Redha M. Radaydeh +2
In this paper, we propose a distributed cluster formation (CF) and resource allocation (RA) framework for non-ideal non-orthogonal multiple access (NOMA) schemes in heterogeneous n…
Distributed Cluster Formation and Power-Bandwidth Allocation for Imperfect NOMA in DL-HetNets
Abdulkadir Celik, Ming-Cheng Tsai, Redha M. Radaydeh +2
In this paper, we consider an non-ideal successive interference cancellation (SIC) receiver based imperfect non-orthogonal multiple access (NOMA) schemes whose performance is limit…
Power Allocation and Cooperative Diversity in Two-Way Non-Regenerative Cognitive Radio Networks
Saeed Vahidian, Maryam Najafi, Marzieh Najafi +1
In this paper, we investigate the performance of a dual-hop block fading cognitive radio network with underlay spectrum sharing over independent but not necessarily identically dis…