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Federated learning-empowered mobile network management for 5G and beyond networks: From access to core
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …
integrated communication and computing platform that will enable multipurpose and …
A variegated look at 5G in the wild: performance, power, and QoE implications
Motivated by the rapid deployment of 5G, we carry out an in-depth measurement study of the
performance, power consumption, and application quality-of-experience (QoE) of …
performance, power consumption, and application quality-of-experience (QoE) of …
Emp: Edge-assisted multi-vehicle perception
Connected and Autonomous Vehicles (CAVs) heavily rely on 3D sensors such as LiDARs,
radars, and stereo cameras. However, 3D sensors from a single vehicle suffer from two …
radars, and stereo cameras. However, 3D sensors from a single vehicle suffer from two …
Realtime mobile bandwidth and handoff predictions in 4G/5G networks
Mobile apps are increasingly relying on high-throughput and low-latency content delivery,
while the available bandwidth on wireless access links is inherently time-varying. The …
while the available bandwidth on wireless access links is inherently time-varying. The …
Artificial intelligence of things: A survey
The integration of the Internet of Things (IoT) and modern Artificial Intelligence (AI) has given
rise to a new paradigm known as the Artificial Intelligence of Things (AIoT). In this survey, we …
rise to a new paradigm known as the Artificial Intelligence of Things (AIoT). In this survey, we …
OnSlicing: Online end-to-end network slicing with reinforcement learning
Network slicing allows mobile network operators to virtualize infrastructures and provide
customized slices for supporting various use cases with heterogeneous requirements …
customized slices for supporting various use cases with heterogeneous requirements …
Dissecting carrier aggregation in 5G networks: Measurement, QoE implications and prediction
By aggregating multiple channels, Carrier Aggregation (CA) is an important technology for
boosting cellular network bandwidth. Given diverse radio bands made available in 5G …
boosting cellular network bandwidth. Given diverse radio bands made available in 5G …
{Application-Level} Service Assurance with 5G {RAN} Slicing
This paper presents Zipper, a novel Radio Access Network (RAN) slicing system that
provides assurances of application-level throughput and latency. Existing RAN slicing …
provides assurances of application-level throughput and latency. Existing RAN slicing …
AIChronoLens: advancing explainability for time series AI forecasting in mobile networks
Next-generation mobile networks will increasingly rely on the ability to forecast traffic
patterns for resource management. Usually, this translates into forecasting diverse …
patterns for resource management. Usually, this translates into forecasting diverse …
Towards AI-enabled traffic management in multipath TCP: A survey
Numerous applications on the web use transmission control protocol (TCP) as a transport
protocol to ensure efficient and fair sharing of network resources among users. With the …
protocol to ensure efficient and fair sharing of network resources among users. With the …