1 citations · 1 across the 7 of their papers we have counts for
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LLMs and Optical Networks: A Symbiotic Relationship
Mëmëdhe Ibrahimi, Qiaolun Zhang, Giovanni S. Sticca +3
This paper explores the emerging symbiosis between LLMs and optical networks. Massive LLMs require geo-distributed training, which demands advanced optical transport capabilities t…
Selective Deployment of Bidirectional Hollow-Core Fibers in Hybrid SMF/HCF Optical Networks
Mëmëdhe Ibrahimi, Giovanni S. Sticca, Angelo Ferrara +1
We investigate selectively deploying bidirectional transmission in hybrid Hollow-Core Fiber (HCF) networks. Upgrading 50% of links to bidirectional HCF yields at least a 40% throug…
Vertical Federated Learning for Failure-Cause Identification in Disaggregated Microwave Networks
Fatih Temiz, Memedhe Ibrahimi, Francesco Musumeci +2
Machine Learning (ML) has proven to be a promising solution to provide novel scalable and efficient fault management solutions in modern 5G-and-beyond communication networks. In th…
Poster: Flexible Scheduling of Network and Computing Resources for Distributed AI Tasks
Ruikun Wang, Jiawei Zhang, Qiaolun Zhang +5
Many emerging Artificial Intelligence (AI) applications require on-demand provisioning of large-scale computing, which can only be enabled by leveraging distributed computing servi…
Shared-Protected Backup Paths Assignment with Mode Group Division Multiplexing in Optical Networks
Jiaheng Xiong, Qiaolun Zhang, Ruikun Wang +3
We evaluate the resource efficiency of Mode Group Division Multiplexing (MGDM) with shared path protection (SPP) in optical networks. On our case studies, SPP with MGDM obtains sig…
Throughput Maximization in Multi-Band Optical Networks with Column Generation
Cao Chen, Shilin Xiao, Fen Zhou +1
Multi-band transmission is a promising technical direction for spectrum and capacity expansion of existing optical networks. Due to the increase in the number of usable wavelengths…