669 citations · 1.8k across the 68 of their papers we have counts for
13 papers · 1 filter
Agentic TinyML for Intent-aware Handover in 6G Wireless Networks
Alaa Saleh, Roberto Morabito, Sasu Tarkoma +3
As 6G networks evolve into increasingly AI-driven, user-centric ecosystems, traditional reactive handover mechanisms demonstrate limitations, especially in mobile edge computing an…
Future-Proofing Mobile Networks: A Digital Twin Approach to Multi-Signal Management
Roberto Morabito, Bivek Pandey, Paulius Daubaris +2
Digital Twins (DTs) are set to become a key enabling technology in future wireless networks, with their use in network management increasing significantly. We developed a DT framew…
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems
Sasu Tarkoma, Roberto Morabito, Jaakko Sauvola
The evolution towards 6G architecture promises a transformative shift in communication networks, with artificial intelligence (AI) playing a pivotal role. This paper delves deep in…
Adaptive Compression-Aware Split Learning and Inference for Enhanced Network Efficiency
Akrit Mudvari, Antero Vainio, Iason Ofeidis +2
The growing number of AI-driven applications in mobile devices has led to solutions that integrate deep learning models with the available edge-cloud resources. Due to multiple ben…
SoK: Distributed Computing in ICN
Wei Geng, Yulong Zhang, Dirk Kutscher +3
Information-Centric Networking (ICN), with its data-oriented operation and generally more powerful forwarding layer, provides an attractive platform for distributed computing. This…
How Can AI be Distributed in the Computing Continuum? Introducing the Neural Pub/Sub Paradigm
Lauri Lovén, Roberto Morabito, Abhishek Kumar +3
This paper proposes the neural publish/subscribe paradigm, a novel approach to orchestrating AI workflows in large-scale distributed AI systems in the computing continuum. Traditio…
5G MEC Computation Handoff for Mobile Augmented Reality
Pengyuan Zhou, Shuhao Fu, Benjamin Finley +5
The combination of 5G and Multi-access Edge Computing (MEC) can significantly reduce application delay by lowering transmission delay and bringing computational capabilities closer…
FlexState: Enabling Innovation in Network Function State Management
Matteo Pozza, Ashwin Rao, Diego Lugones +1
Network function (NF) developers need to provide highly available solutions with diverse packet processing features at line rate. A significant challenge in developing such functio…
In Situ Network and Application Performance Measurement on Android Devices and the Imperfections
Mohammad A. Hoque, Ashwin Rao, Sasu Tarkoma
Understanding network and application performance are essential for debugging, improving user experience, and performance comparison. Meanwhile, modern mobile systems are optimized…
Edge Intelligence: Architectures, Challenges, and Applications
Dianlei Xu, Tong Li, Yong Li +5
Edge intelligence refers to a set of connected systems and devices for data collection, caching, processing, and analysis in locations close to where data is captured based on arti…
Barriers in Seamless QoS for Mobile Applications
Mohammad A. Hoque, Hassan Abbas, Tong Li +3
For seamless QoS, it is important that all the stakeholders, such as the hosts, applications, access networks, routers, and other middleboxes, follow a single protocol and they tru…
Towards Disruption Tolerant ICN
Hasan M. A. Islam, Andrey Lukyanenko, Sasu Tarkoma +1
Information-Centric Networking (ICN) is a promi- nent topic in current networking research. ICN design signifi- cantly considers the increased demand of scalable and efficient cont…
Adaptive Lookup for Unstructured Peer-to-Peer Overlays
K. Haribabu, Dayakar Reddy, Chittaranjan Hota +2
Scalability and efficient global search in unstructured peer-to-peer overlays have been extensively studied in the literature. The global search comes at the expense of local inter…