10 papers
A Semantic-Aware Multiple Access Scheme Leveraging Spatial Redundancy for Uplink-Dominant Network Services
Hamidreza Mazandarani, Masoud Shokrnezhad, Tarik Taleb
The transition toward semantic-aware communication offers a paradigm shift for next-generation mobile networks, promising to decouple information significance from raw data transmi…
Exploiting Overlapping Fields of View for Redundancy-Aware Uplink Transmission in Vehicular 6G
Hamidreza Mazandarani, Masoud Shokrnezhad, Tarik Taleb +1
Emerging uplink-dominant 6G use cases, such as cooperative vehicular streaming, require efficient transmission of high-volume visual data over limited wireless resources. While sem…
Energy Efficient Orchestration in Multiple-Access Vehicular Aerial-Terrestrial 6G Networks
Mohammad Farhoudi, Hamidreza Mazandarani, Masoud Shokrnezhad +2
The proliferation of users, devices, and novel vehicular applications - propelled by advancements in autonomous systems and connected technologies - is precipitating an unprecedent…
Adaptive Multiple Access and Service Placement for Generative Diffusion Models
Hamidreza Mazandarani, Mohammad Farhoudi, Masoud Shokrnezhad +1
Generative Diffusion Models (GDMs) have emerged as key components of Generative Artificial Intelligence (GenAI), offering unparalleled expressiveness and controllability for comple…
A Novel Multiple Access Scheme for Heterogeneous Wireless Communications using Symmetry-aware Continual Deep Reinforcement Learning
Hamidreza Mazandarani, Masoud Shokrnezhad, Tarik Taleb
The Metaverse holds the potential to revolutionize digital interactions through the establishment of a highly dynamic and immersive virtual realm over wireless communications syste…
Semantic-Aware Dynamic and Distributed Power Allocation: a Multi-UAV Area Coverage Use Case
Hamidreza Mazandarani, Masoud Shokrnezhad, Tarik Taleb
The advancement towards 6G technology leverages improvements in aerial-terrestrial networking, where one of the critical challenges is the efficient allocation of transmit power. A…
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks
Masoud Shokrnezhad, Hamidreza Mazandarani, Tarik Taleb
The effective distribution of user transmit powers is essential for the significant advancements that the emergence of 6G wireless networks brings. In recent studies, Deep Neural N…
Semantic Revolution from Communications to Orchestration for 6G: Challenges, Enablers, and Research Directions
Masoud Shokrnezhad, Hamidreza Mazandarani, Tarik Taleb +2
In the context of emerging 6G services, the realization of everything-to-everything interactions involving a myriad of physical and digital entities presents a crucial challenge. T…
A Semantic-Aware Multiple Access Scheme for Distributed, Dynamic 6G-Based Applications
Hamidreza Mazandarani, Masoud Shokrnezhad, Tarik Taleb
The emergence of the semantic-aware paradigm presents opportunities for innovative services, especially in the context of 6G-based applications. Although significant progress has b…
Self-Sustaining Multiple Access with Continual Deep Reinforcement Learning for Dynamic Metaverse Applications
Hamidreza Mazandarani, Masoud Shokrnezhad, Tarik Taleb +1
The Metaverse is a new paradigm that aims to create a virtual environment consisting of numerous worlds, each of which will offer a different set of services. To deal with such a d…