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

[ICLR '26 - Virne] A simulator & benchmark for resource allocation (RA) problems in network function virtualization (NFV), i.e., NFV-RA, including virtual network embedding, service function chain …

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 Transa…

[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