Evolving Inspectable O-RAN Slicing xApps with LLMs

arXiv:2609.27337 · eess.SY, cs.AI, cs.LG, cs.SY · Submitted 2026-09-23 · Read on arXiv

eess.SY, cs.AI, cs.LG, cs.SY

Submitted: 2026-09-23

Updated: 2026-09-23

Code: https://github.com/ANRGUSC/evolving-oran-slicing-xapps

Terminology

• Trace — 27× in this paper · explained in 2 episodes
• Calibration — 10× in this paper · explained in 7 episodes
• Reinforcement Learning — 4× in this paper · explained in 4 episodes
• Deep Reinforcement Learning — 3× in this paper · explained in 2 episodes
• Explainability — 2× in this paper · explained in 3 episodes
• Large Language Model (LLM) — 2× in this paper · explained in 3 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Deep Reinforcement Learning (DRL) — 1× in this paper · explained in 2 episodes
• Exponential Moving Average (EMA) — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Hysteresis — 1× in this paper · explained in 3 episodes
• Provenance — 1× in this paper · explained in 4 episodes
• Quality of Service — 1× in this paper
• Steering — 1× in this paper · explained in 2 episodes

Sources

• AlphaEvolve: A coding agent for scientific and algorithmic discovery
• AutORAN: LLM-driven Natural Language Programming for Agile xApp Development

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