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.

Top Radio Network Optimization 🌟 Star if you like it! 🌟

Provably sound agentic control for self-healing Open RAN: action repair and predicate-coverage analysis. Manuscript, simulator, and aggregated results.

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

Reference simulator and stored results for Lyapunov-guided safe RL with risk-budget feasibility in energy-aware O-RAN scheduling: CVaR tail constraint, LCB safety filter, PID dual, and a swept classical drift-plus-penalty frontier.

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

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

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.

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.

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

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.

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.

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

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