6g

Simulation code for “A Framework of Robust Transmission Design for IRS-Aided MISO Communications With Imperfect Cascaded Channels,” by G. Zhou, C. Pan, et al, IEEE TSP, vol. 68, pp. 5092-5106, 2020.

irs robust-optimization ris 6g intelligent-reflecting-surface reconfigurable-intelligent-surface

UpdatedSep 18, 2022
MATLAB

NVlabs /sionna-rk

Star71

Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN

research prototyping software-defined-radio wireless-communication 5g digital-twin 6g openairinterface sionna

UpdatedDec 19, 2025
Jupyter Notebook

DeepMIMO /DeepMIMO

Star71

DeepMIMOv4: A Toolchain and Database for Ray-tracing Datasets.

machine-learning reproducible-research dataset raytracing worldwide wireless-communication 5g sensing 6g radio-propagation

UpdatedJan 30, 2026
Python

NVlabs /diff-rt

Star70

This repository contains code to reproduce some of the results from the paper Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling using the Sionna™ link-level simulator.

open-source machine-learning deep-learning reproducible-research gpu-acceleration communications ray-tracing 5g digital-twin 6g link-level-simulation

UpdatedMay 28, 2024
Jupyter Notebook

N00Bception /AI-Powered-5G-OpenRAN-Optimizer

Star65

This advanced and complex project implements an AI-powered optimization system for 5G Open RAN networks. Using machine learning and deep learning, the system optimizes network performance by detecting anomalies, predicting network traffic, and dynamically allocating resources.

machine-learning deep-learning neural-network artificial-intelligence cloud-services energy-efficiency anomaly-detection 5g network-optimization 6g network-planning 5g-ran o-ran openran

UpdatedApr 30, 2023
Python

mobinets /6G-Edge-Computing-Simulation-Deployment

Star58

Simulation code for EdgeGO -- A resource sharing framework for 6G edge computing in massive IoT systems,https://ieeexplore.ieee.org/document/9375469/

iot 5g edge-computing 6g

UpdatedJul 17, 2022
MATLAB

ipc-lab /kaira

Star57

A PyTorch-based toolkit for simulating communication systems

python open-source machine-learning research deep-learning communication signal-processing academic torch pytorch neural-networks communications simulation-toolkit wireless-communications wireless-communication error-correction-codes 5g communication-systems 6g joint-source-channel-coding

UpdatedNov 1, 2025
Python

ocatak /6g-channel-estimation-dataset

Star56

6G Wireless Communication Security - Deep Learning Based Channel Estimation Dataset

deep-learning dataset cybersecurity cyber-security wireless-communication 5g adversarial-machine-learning adversarial-attacks channel-estimation 6g 5g-nr

UpdatedSep 28, 2022
Jupyter Notebook

GigayasaWireless /toolkit5G

Star55

5G Tookit provides a rich set of 3GPP standards compliant modules and libraries. These modules can be used for reseach and development on physical channels and procedures in uplink and downlink communication.

artificial-intelligence ssb physical-layer wireless-communication beamforming antenna-array positioning-systems 5g-simulation industry-4 urllc mimo 6g mmtc 5g-nr telecommunication-systems codebooks prach mobile-broadband wireless-channel

UpdatedMay 18, 2024

malrabeiah /DL-Massive-MIMO

Star48

DL tackling Massive-MIMO problems

deep-learning matlab 5g massive-mimo 6g channel-mapping

UpdatedJul 22, 2020
MATLAB

Western-OC2-Lab /AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security

Star43

This repository includes code for the AutoML-based IDS and adversarial attack defense case studies presented in the paper "Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis" published in IEEE Transactions on Network and Service Management.

machine-learning deep-learning feature-selection cybersecurity hyperparameter-optimization ids feature-engineering network-automation hyperparameter-tuning concept-drift automl intrusion-detection-system automated-machine-learning data-streams adversarial-machine-learning python-examples data-stream-processing adversarial-attacks 6g zero-touch-network

UpdatedDec 19, 2025
Jupyter Notebook

Western-OC2-Lab /AutonomousCyber-AutoML-based-Autonomous-Intrusion-Detection-System

Star34

This repository includes code for the paper "Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection" accepted in AutonomousCyber, ACM CCS, 2024.

machine-learning deep-learning feature-selection cybersecurity hyperparameter-optimization ids feature-engineering network-automation hyperparameter-tuning automl intrusion-detection-system automated-machine-learning python-examples 6g zero-touch-network autonomous-networks

UpdatedNov 8, 2024
Jupyter Notebook

wineslab /deepbeam

Star34

M. Polese, F. Restuccia, and T. Melodia, "DeepBeam: Deep Waveform Learning for Coordination-Free Beam Management in mmWave Networks", Proc. of ACM Intl. Symp. on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (ACM MobiHoc), July 2021.

beam dataset mmwave 5g 6g deepbeam

UpdatedDec 11, 2025
Python

ken0225 /Multi-RIS-Doppler-Mitigation-Hardware-Impairments

Star24

Simulation code for “PI-Based High-Speed Communications with Multiple RISs: Doppler Mitigation and Hardware Impairments,” by K. Wang, C-T. Lam, and B.K. Ng, Applied Sciences, 12, no.14: 7076, 2022.

irs ris 6g doppler-effect intelligent-reflecting-surface reconfigurable-intelligent-surface