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

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

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

5G Open_RAN, O-RAN

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

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.

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

O-RAN configuration, management, Open Fronthaul, simulation, testing, and RIC application projects.

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.

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

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

Rakuten Mobile — Japanese carrier + Symphony cloud-native 5G platform

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.

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

Rakuten Symphony Co-Marketing

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

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