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12/05/2022
Unexpectedly Useful: Convergence Bounds And Real-World Distributed Learning
Convergence bounds are one of the main tools to obtain information on th...
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12/02/2022
Matching DNN Compression and Cooperative Training with Resources and Data Availability
To make machine learning (ML) sustainable and apt to run on the diverse ...
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11/18/2022
Virtual Service Embedding with Time-Varying Load and Provable Guarantees
Deploying services efficiently while satisfying their quality requiremen...
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08/01/2022
Choose, not Hoard: Information-to-Model Matching for Artificial Intelligence in O-RAN
Open Radio Access Network (O-RAN) is an emerging paradigm, whereby virtu...
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07/13/2022
Performance and EMF Exposure Trade-offs in Human-centric Cell-free Networks
In cell-free wireless networks, multiple connectivity options and techno...
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02/23/2022
Energy-efficient Training of Distributed DNNs in the Mobile-edge-cloud Continuum
We address distributed machine learning in multi-tier (e.g., mobile-edge...
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01/19/2022
Flexible Parallel Learning in Edge Scenarios: Communication, Computational and Energy Cost
Traditionally, distributed machine learning takes the guise of (i) diffe...
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12/17/2021
A Belief Propagation Solution for Beam Coordination in MmWave Vehicular Networks
Millimeter-wave communication is widely seen as a promising option to in...
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07/31/2021
Eavesdropping with Intelligent Reflective Surfaces: Threats and Defense Strategies
Intelligent reflecting surfaces (IRSs) have several prominent advantages...
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07/06/2021
Edge-powered Assisted Driving For Connected Cars
Assisted driving for connected cars is one of the main applications that...
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07/05/2021
Towards Node Liability in Federated Learning: Computational Cost and Network Overhead
Many machine learning (ML) techniques suffer from the drawback that thei...
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06/21/2021
When Meta-Surfaces Meet Users: Optimization of Smart Radio Environments in 6G Sub-THz Communications
We consider a smart radio environment where meta-surfaces are employed t...
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06/18/2021
V-Edge: Virtual Edge Computing as an Enabler for Novel Microservices and Cooperative Computing
As we move from 5G to 6G, edge computing is one of the concepts that nee...
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02/18/2021
Dynamic VNF Placement, Resource Allocation and Traffic Routing in 5G
5G networks are going to support a variety of vertical services, with a ...
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02/05/2021
Network Support for High-performance Distributed Machine Learning
The traditional approach to distributed machine learning is to adapt lea...
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01/06/2021
Federated Learning at the Network Edge: When Not All Nodes are Created Equal
Under the federated learning paradigm, a set of nodes can cooperatively ...
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10/20/2020
Scheduling of Emergency Tasks for Multiservice UAVs in Post-Disaster Scenarios
Single-task UAVs are increasingly being employed to carry out surveillan...
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08/21/2020
An Edge-powered Approach to Assisted Driving
Automotive services for connected vehicles are one of the main fields of...
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07/21/2020
Graph-based Model for Beam Management in Mmwave Vehicular Networks
Mmwave bands are being widely touted as a very promising option for futu...
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05/19/2020
Mmwave Beam Management in Urban Vehicular Networks
Millimeter-wave (mmwave) communication represents a potential solution t...
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02/18/2020
Active Learning-based Classification in Automated Connected Vehicles
Machine learning has emerged as a promising paradigm for enabling connec...
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01/01/2020
Characterizing Delay and Control Traffic of the Cellular MME with IoT Support
One of the main use cases for advanced cellular networks is represented ...
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12/06/2019
OKpi: All-KPI Network Slicing Through Efficient Resource Allocation
Networks can now process data as well as transporting it; it follows tha...
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11/13/2019
MEC-based Collision Avoidance for Vehicles and Vulnerable Users
Collision avoidance is one of the most promising applications for vehicu...
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10/08/2019
Reducing Service Deployment Cost Through VNF Sharing
Thanks to its computational and forwarding capabilities, the mobile netw...
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07/23/2019
An Optimization-enhanced MANO for Energy-efficient 5G Networks
5G network nodes, fronthaul and backhaul alike, will have both forwardin...
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05/24/2019
Service Shifting: a Paradigm for Service Resilience in 5G
Many real-world services can be provided through multiple virtual networ...
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05/14/2019
Multiservice UAVs for Emergency Tasks in Post-disaster Scenarios
UAVs are increasingly being employed to carry out surveillance, parcel d...
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04/01/2019
Getting the Most Out of Your VNFs: Flexible Assignment of Service Priorities in 5G
Through their computational and forwarding capabilities, 5G networks can...
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02/17/2019
Towards Failure Resiliency in 5G: Service Shifting
Many real-world services can be provided through multiple VNF graphs, co...
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01/01/2019
5G Traffic Forecasting: If Verticals and Mobile Operators Cooperate
In 5G research, it is traditionally assumed that vertical industries (a....
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12/29/2018
VNF Placement and Resource Allocation for the Support of Vertical Services in 5G Networks
One of the main goals of 5G networks is to support the technological and...
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11/29/2018
Planning UAV Activities for Efficient User Coverage in Disaster Areas
Climate changes brought about by global warming as well as man-made envi...
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09/23/2018
From Megabits to CPU Ticks: Enriching a Demand Trace in the Age of MEC
All the content consumed by mobile users, be it a web page or a live str...
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09/11/2018
Characterizing the Power Cost of Virtualization Environments
Virtualization is a key building block of next-generation mobile network...
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06/19/2018
Mining the Air -- for Research in Social Science and Networking Measurement
Smartphone apps provide a vitally important opportunity for monitoring h...
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04/14/2018
Area formation and content assignment for LTE broadcasting
Broadcasting and multicasting services in LTE networks are shaping up to...
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04/14/2018
Optimization-in-the-Loop for Energy-Efficient 5G
We consider the problem of energy-efficient network management in 5G sys...
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04/14/2018
Cellular Network Traces Towards 5G: Usage, Analysis and Generation
Deployment and demand traces are a crucial tool to study today's LTE sys...
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04/14/2018
Scheduling Advertisement Delivery in Vehicular Networks
Vehicular users are emerging as a prime market for targeted advertisemen...
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03/23/2018
Performance Analysis of C-V2I-based Automotive Collision Avoidance
One of the key applications envisioned for C-V2I (Cellular Vehicle-to-In...
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01/26/2018
Characterizing Docker Overhead in Mobile Edge Computing Scenarios
Mobile Edge Computing (MEC) is an emerging network paradigm that provide...
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01/22/2018
