Gradient and channel aware dynamic scheduling for over-the-air computation in federated edge learning systems
To satisfy the expected plethora of computation-heavy applications, federated edge learning
(FEEL) is a new paradigm featuring distributed learning to carry the capacities of low-latency …
(FEEL) is a new paradigm featuring distributed learning to carry the capacities of low-latency …
Incentive-based federated learning for digital twin driven industrial mobile crowdsensing
Mobile crowdsensing has empowered the Industrial Internet of Things (IIoT) in many ways,
such as vehicle-aided traffic flow scheduling, drone-aided visual inspections, etc. However …
such as vehicle-aided traffic flow scheduling, drone-aided visual inspections, etc. However …
Subgradient descent learning over fading multiple access channels with over-the-air computation
TLS Gez, K Cohen - IEEE Access, 2023 - ieeexplore.ieee.org
We focus on a distributed learning problem in a communication network, consisting of
distributed nodes and a central parameter server (PS). The PS is responsible for performing …
distributed nodes and a central parameter server (PS). The PS is responsible for performing …
Digital Over-the-Air Federated Learning in Multi-Antenna Systems
In this paper, the performance optimization of federated learning (FL), when deployed over a
realistic wireless multiple-input multiple-output (MIMO) communication system with digital …
realistic wireless multiple-input multiple-output (MIMO) communication system with digital …
A Dynamic Negative Log-Likelihood Optimization Method for Device Selection in Federated Learning with Over-The-Air Computation
This paper addresses an optimization problem of device selections and aggregation errors
in over-the-air computation with federated learning (AirCompFL) systems. To achieve this …
in over-the-air computation with federated learning (AirCompFL) systems. To achieve this …
QoS-Aware Computational Resource Allocation
Recently, the boosting growth of computation-heavy applications raises great challenges for
the Fifth Generation (5G) and future wireless networks. As responding, the hybrid edge and …
the Fifth Generation (5G) and future wireless networks. As responding, the hybrid edge and …