332 citations · 552 across the 20 of their papers we have counts for
23 papers
Global QoS Policy Optimization in SD-WAN
Pham Tran Anh Quang, Jérémie Leguay, Xu Gong +1
In modern SD-WAN networks, a global controller is able to steer traffic on different paths based on application requirements and global intents. However, existing solutions cannot…
Protected load balancing problem: Neural-network based approximation for non-convex optimization
Youcef Magnouche, Sébastien Martin, Jérémie Leguay
Nowadays, centralized Path Computation Elements (PCE) integrate control plane algorithms to optimize routing and load-balancing continuously. When a link fails, the traffic load is…
Routing and QoS Policy Optimization in SD-WAN
Pham Tran Anh Quang, Xu Gong, Chuang Liu +6
In modern SD-WAN networks, a global controller continuously optimizes application and user intents by selecting the proper routing policies for each application. Nevertheless, the…
Scalable Damper-based Deterministic Networking
M. Yassine Naghmouchi, Shoushou Ren, Paolo Medagliani +2
With 5G networking, deterministic guarantees are emerging as a key enabler. In this context, we present a scalable Damper-based architecture for Large-scale Deterministic IP Networ…
Fair Coflow Scheduling via Controlled Slowdown
Francesco De Pellegrini, Vaibhav Kumar Gupta, Rachid El Azouzi +3
The average coflow completion time (CCT) is the standard performance metric in coflow scheduling. However, standard CCT minimization may introduce unfairness between the data trans…
Graph Convolutional Reinforcement Learning for Collaborative Queuing Agents
Hassan Fawaz, Julien Lesca, Pham Tran Anh Quang +3
In this paper, we explore the use of multi-agent deep learning as well as learning to cooperate principles to meet stringent service level agreements, in terms of throughput and en…