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07/26/2023
Differentiable Programming Network Calculus: Configuration Synthesis under Delay Constraints
With the advent of standards for deterministic network behavior, synthes...
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03/16/2022
Precise Onboard Aircraft Cabin Localization using UWB and ML
Precise indoor positioning systems (IPSs) are key to perform a set of ta...
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02/07/2022
Network Calculus with Flow Prolongation – A Feedforward FIFO Analysis enabled by ML
The derivation of upper bounds on data flows' worst-case traversal times...
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01/28/2022
RiskNet: Neural Risk Assessment in Networks of Unreliable Resources
We propose a graph neural network (GNN)-based method to predict the dist...
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12/29/2021
Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities
Graph neural networks (GNN) have shown outstanding applications in many ...
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11/24/2019
On the Robustness of Deep Learning-predicted Contention Models for Network Calculus
The network calculus (NC) analysis takes a simple model consisting of a ...
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04/25/2019