A survey on integrated sensing, communication, and computation

D Wen, Y Zhou, X Li, Y Shi, K Huang… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
The forthcoming generation of wireless technology, 6G, promises a revolutionary leap
beyond traditional data-centric services. It aims to usher in an era of ubiquitous intelligent …

Federated split learning for edge intelligence in resource-constrained wireless networks

H Ao, H Tian, W Ni - IEEE Transactions on Consumer …, 2024 - ieeexplore.ieee.org
The rapid advancement of the Internet of Things (IoT) and artificial intelligence has
significantly increased the number of consumer electronics devices. Traditional federated …

Joint device scheduling and resource allocation for iscc-based multi-view-multi-task inference

D Wang, D Wen, Y He, Q Chen… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
This article investigates an integrated sensing-communication-computation (ISCC)-based
multiview-multitask (MVMT) edge artificial intelligence inference system. Each device …

Multiple Access in the Era of Distributed Computing and Edge Intelligence

NG Evgenidis, NA Mitsiou, VI Koutsioumpa… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper focuses on the latest research and innovations in fundamental next-generation
multiple access (NGMA) techniques and the coexistence with other key technologies for the …

Over-the-Air Computation Empowered Vertically Split Inference

P Yang, D Wen, Q Zeng, Y Zhou… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
To tackle the issue of heterogeneous input raw data samples obtained by different devices
and enhance the feature extraction capability of edge devices, we propose a vertically split …

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization

NG Evgenidis, NA Mitsiou, SA Tegos… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we propose a novel approach to minimize the inference delay in semantic
segmentation using split learning (SL), tailored to the needs of real-time computer vision …