activity
20222025
most citedFederated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insights

9 citations · 14 across the 5 of their papers we have counts for

collaborators

6 papers

cs.NI2025

A Framework for AI-Native Semantic-Based Dynamic Slicing for 6G Networks

Mayukh Roy Chowdhury, Eman Hammad, Lauri Loven +3

In the ensuing ultra-dense and diverse environment in future \ac{6G} communication networks, it will be critical to optimize network resources via mechanisms that recognize and cat…

eess.SP2025

Efficient Domain Generalization in Wireless Networks with Scarce Multi-Modal Data

Minsu Kim, Walid Saad, Doru Calin

In 6G wireless networks, multi-modal ML models can be leveraged to enable situation-aware network decisions in dynamic environments. However, trained ML models often fail to genera…

cs.LG2025

Vehicle-to-Infrastructure Collaborative Spatial Perception via Multimodal Large Language Models

Kimia Ehsani, Walid Saad

Accurate prediction of communication link quality metrics is essential for vehicle-to-infrastructure (V2I) systems, enabling smooth handovers, efficient beam management, and reliab…

cs.LG2025

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation

Kuiyuan Ding, Caili Guo, Yang Yang +2

Large-scale models (LSMs) can be an effective framework for semantic representation and understanding, thereby providing a suitable tool for designing semantic communication (SC) s…

cs.LG2023★ 9 cited

Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insights

Maryam Ben Driss, Essaid Sabir, Halima Elbiaze +1

Artificial Intelligence (AI) is expected to play an instrumental role in the next generation of wireless systems, such as sixth-generation (6G) mobile network. However, massive dat…

cs.NI2022★ 5 cited

Artificial Intelligence Techniques for Next-Generation Mega Satellite Networks

Bassel Al Homssi, Kosta Dakic, Ke Wang +6

Space communications, particularly massive satellite networks, re-emerged as an appealing candidate for next generation networks due to major advances in space launching, electroni…