Interpreting Deep Learning-Based Networking Systems (SIGCOMM 2020)

[ICC'21 - DRL-SFCP] Implementation of our paper "DRL-SFCP: Adaptive Service Function Chains Placement with Deep Reinforcement Learning", accepted by ICC 2021.

Demo of RouteNet in ACM SIGCOMM'19

This is a paper list about Resource Allocation in Network Functions Virtualization (NFV) and Software-Defined Networking (SDN).

RouteNet baseline for the Graph Neural Networking Challenge (https://bnn.upc.edu/challenge/)

This is the repository for the collection of Graph-based Deep Learning for Communication Networks.

Virtual network embedding problem

For more details, see paper: DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks

Virne is a simulator & benchmark for resource allocation (RA) problems in network function virtualization (NFV), i.e., NFV-RA, including virtual network embedding, service function chain deployment…

Data sets and programs to generate data sets that can be used to evaluate resource allocation algorithms in clouds

Mirror of ETSI OSM's vim-emu (https://osm.etsi.org/gitweb/?p=osm/vim-emu.git;a=summary)

CloudSimPy: Datacenter job scheduling simulation framework

Deep reinforcement learning for mobile edge computing

[TSC'23 - HRL-ACRA] Implementation of our paper "Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning", accepted by IEEE Transac…

[IJCAI'24 - FlagVNE] Implementation of our paper "FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation", accepted by IJCAI 2024.

Network slicing gym environment and a model-based RL agent with kernels

Admission Control and Resource Allocation mechanism for 5G Core Network Slicing based on Reinforcement Learning and Deep Learning

Provides a lot of basic functionality for algorithms for the Virtual Network Embedding Problem (VNEP). Extended to support latency constraints.

CloudSim: A Framework For Modeling And Simulation Of Cloud Computing Infrastructures And Services

cluster data collected from production clusters in Alibaba for cluster management research