open-ran

PRORL: Proactive Resource Orchestrator for Open RANs using Deep Reinforcement Learning

A comprehensive O-RAN research library enabling AI-driven RAN intelligence with DRL-based xApps, closed-loop control, and multi-slice resource optimization.

Quantum-Assisted Digital Twin for Closed-Loop Secure and Adaptive ISAC in 6G Open RAN

A1gent on NIST ns-3 O-RAN for deterministic and auditable intent-driven radio control.

SHIELD-RIC: a provably safe agentic Open RAN intelligent controller in which an LLM proposes cross-layer recovery actions and a deterministic safety shield filters every candidate.

C++ wireless edge lab for LTE, 5G NR, Wi-Fi, and 6G research observability across RAN scheduling, bare-metal ops, and platform telemetry

5G Open_RAN, O-RAN

The objective of this Master's Thesis is to analytically and experimentally compare different open-source NG-RAN implementations and develop a tool to automatically generate gNB configuration files from a unified input, simplifying 5G deployments

Reproducible uncertainty-aware KPM semantic alignment and selective certification for portable AI xApps in Open 6G RAN.

The O-RAN Security Test Case Generator is a cutting-edge AI-powered platform designed to revolutionize security testing and threat analysis for Open Radio Access Networks (O-RAN). This comprehensive tool combines advanced machine learning, deep learning, and artificial intelligence techniques to provide automated security analysis and comprehensive

TelecomAudit (CIKM 2026): origin-aware benchmark auditing & calibration for 5G/Open RAN anomaly detection — exposes the synthetic→controlled-real transfer gap and repairs it with a small calibration budget.

Source code for Oranits: mission assignment and task offloading in Open RAN-based intelligent transportation systems using metaheuristic optimization and deep reinforcement learning.

A concept for turning carrier networks into distributed edge intelligence infrastructure. White paper on AI-RAN, cooperative perception, and network-native AI services, covering architecture, data rights, and governance. CC BY 4.0.

Reproducibility artifact for Q-ROC: certificate-bound coherent-order auditing for policy-gated multi-xApp control in Open 6G RAN.

KPI-Aware Multimodal Anomaly Detection for 5G and Open RAN Telemetry

ITAI 4370 course portfolio featuring assignments, labs, projects, and reflections on AI, 5G/6G, and Open RAN.

Real-time AI based anomaly detection & L2 MACsec control loop on legacy infra without GPUs. Powered by CXL 3.1, DPDK SmartNICs, and Ultra Ethernet.

AI-native O-RAN Open Fronthaul S-plane timing security with fault-vs-attack discrimination, digital-twin verified recovery, linuxptp/netem, and TIMESAFE validation.

Rakuten Symphony Co-Marketing

LabLabee is an AI-powered enablement, testing and troubleshooting platform for telecom teams, positioning itself as "the Copilot for Telco Engineers." The platform delivers on-demand, hands-on labs, sandboxes, learning paths and skill tests covering 4G/5G and Open RAN, IMS, network OAM, SDN and IP networking, telco cloud (OpenStack, OpenShift…