Federated learning for 6g: Paradigms, taxonomy, recent advances and insights

MB Driss, E Sabir, H Elbiaze, W Saad - arXiv preprint arXiv:2312.04688, 2023 - arxiv.org
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 data …

Performance limits of a deep learning-enabled text semantic communication under interference

TM Getu, W Saad, G Kaddoum… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Although deep learning (DL)-enabled semantic communication (SemCom) has emerged as
a 6G enabler by minimizing irrelevant information transmission–minimizing power usage …

Quantum semantic communications for resource-efficient quantum networking

M Chehimi, C Chaccour, CK Thomas… - IEEE Communications …, 2024 - ieeexplore.ieee.org
Quantum communication networks (QCNs) utilize quantum mechanics for secure
information transmission, but the reliance on fragile and expensive photonic quantum …

Disentangling learnable and memorizable data via contrastive learning for semantic communications

C Chaccour, W Saad - 2022 56th Asilomar Conference on …, 2022 - ieeexplore.ieee.org
Achieving artificially intelligent-native wireless networks is necessary for the operation of
future 6G applications such as the metaverse. Nonetheless, current communication …

Internet of federated digital twins (IoFDT): Connecting twins beyond borders for society 5.0

T Yu, Z Li, K Sakaguchi, O Hashash, W Saad… - arXiv preprint arXiv …, 2023 - arxiv.org
The concept of digital twin (DT), which enables the creation of a programmable, digital
representation of physical systems, is expected to revolutionize future industries and will lie …

Collaborative learning with a drone orchestrator

MB Mashhadi, M Mahdavimoghadam… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
In this article, the problem of drone-assisted collaborative learning is considered. In this
scenario, swarm of intelligent wireless devices train a shared neural network (NN) model …

Immersive Media and Massive Twinning: Advancing Toward the Metaverse

W Hamidouche, L Bariah… - IEEE Communications …, 2024 - ieeexplore.ieee.org
The advent of the Metaverse concept has further expedited the evolution of haptic, tactile
internet, and multimedia applications with their VR/AR/XR services, and therefore, fully …

WiGenAI: The symphony of wireless and generative AI via diffusion models

M Letafati, S Ali, M Latva-aho - arXiv preprint arXiv:2310.07312, 2023 - arxiv.org
Innovative foundation models, such as GPT-3 and stable diffusion models, have made a
paradigm shift in the realm of artificial intelligence (AI) towards generative AI-based systems …

A Joint Communication and Computation Design for Probabilistic Semantic Communications

Z Zhao, Z Yang, M Chen, Z Zhang, HV Poor - Entropy, 2024 - mdpi.com
In this paper, the problem of joint transmission and computation resource allocation for a
multi-user probabilistic semantic communication (PSC) network is investigated. In the …

SEECAD: Semantic End-to-End Communication for Autonomous Driving

S Ribouh, A Hadid - 2024 IEEE Intelligent Vehicles Symposium …, 2024 - ieeexplore.ieee.org
Semantic communication is a key paradigm in future 6G systems, designed to revolutionize
the physical layer of traditional communication, in order to enhance efficiency of data …