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06/05/2023
Embedding Delay-Constrained VNF Forwarding Graphs into Reconfigurable WDM Optical Networks – Extended Version
Operators of reconfigurable wavelength-division multiplexed (WDM) optica...
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05/11/2023
Stability and Convergence of Distributed Stochastic Approximations with large Unbounded Stochastic Information Delays
We generalize the Borkar-Meyn stability Theorem (BMT) to distributed sto...
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07/29/2022
Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application
We formulate offloading of computational tasks from a dynamic group of m...
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04/05/2022
Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games
We propose a multi-agent distributed reinforcement learning algorithm th...
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04/05/2022
Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions
We formulate computation offloading as a decentralized decision-making p...
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01/27/2022
Distributed gradient-based optimization in the presence of dependent aperiodic communication
Iterative distributed optimization algorithms involve multiple agents th...
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01/03/2022
Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms
We present sufficient conditions that ensure convergence of the multi-ag...
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10/04/2021
Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding
Using Service Function Chaining (SFC) in wireless networks became popula...
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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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05/10/2021
Practical sufficient conditions for convergence of distributed optimisation algorithms over communication networks with interference
Information exchange over networks can be affected by various forms of d...
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05/13/2019
The Softwarised Network Data Zoo
More and more management and orchestration approaches for (software) net...
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03/19/2018
Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets
For optimal placement and orchestration of network services, it is cruci...
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03/08/2018
DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling
We consider networked control systems consisting of multiple independent...
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01/30/2018
Joint Orchestration of Cloud-Based Microservices and Virtual Network Functions
Recent studies show the increasing popularity of distributed cloud appli...
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12/18/2017
MARVELO: Wireless Virtual Network Embedding for Overlay Graphs with Loops
When deploying resource-intensive signal processing applications in wire...
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11/29/2017
