Knowledge-Defined Networking

Repositories

• ignnition

  Framework for fast prototyping of Graph Neural Networks
  Python Apache-2.0 3 0 0 0 Updated Mar 3, 2021

• NetworkModelingDatasets

  This repository contains datasets for network modeling simulated with OMNet++

  machine-learning network-modeling
  3 12 0 0 Updated Feb 25, 2021

• datanetAPI
  Python Apache-2.0 2 4 0 0 Updated Jan 7, 2021

• RouteNet-challenge

  RouteNet version for the Graph Neural Networking Challenge 2020

  machine-learning networking ml graph-neural-networks gnn graph-neural-network
  Python Apache-2.0 10 19 0 0 Updated Jan 7, 2021

• demo-routenet

  Demo of RouteNet in ACM SIGCOMM'19

  graph-neural-networks network-modeling
  Jupyter Notebook BSD-3-Clause 20 36 0 1 Updated Jan 7, 2021

• net2vec

  Forked from krzysztofrusek/net2vec

  This repository is a collection of machine learning models for computer networks.
  Jupyter Notebook BSD-3-Clause 16 20 0 0 Updated Dec 17, 2020

• DRL-GNN
  BSD-3-Clause 0 8 0 0 Updated Feb 20, 2020

• Unveiling-the-potential-of-GNN-for-network-modeling-and-optimization-in-SDN
  13 22 0 0 Updated Feb 12, 2020

• Understanding-the-Modeling-of-Network-Delays-using-NN

  Recent trends in networking are proposing the use of Machine Learning (ML) techniques for the control and operation of the network. In this context, ML can be used as a computer network modeling technique to build models that estimate the network performance. Indeed, network modeling is a central technique to many networking functions, for insta…
  5 4 1 1 Updated Nov 13, 2019

• network-modeling-GNN
  Python 3 3 0 0 Updated Oct 15, 2019

• Papers

  A list of our publications.
  2 19 0 0 Updated Sep 13, 2019

• -knowledge-defined-networking
  Apache-2.0 3 9 1 0 Updated Sep 14, 2018

• a-deep-rl-approach-for-sdn-routing-optimization

  A Deep-Reinforcement Learning Approach for Software-Defined Networking Routing Optimization

  deep-reinforcement-learning sdn routing-optimization traffic-engineering knowledge-defined-networking software-defined-networking
  Python MIT 68 125 9 0 Updated Jan 23, 2018