arXiv subjects

Yuming Cheng

Publications and source records attributed to Yuming Cheng.

2 recordsLinked to original sources

arXiv2025

First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution

We demonstrate the first cross-domain cross-layer level-4 autonomous optical network via a multi-AI-agent system. Field trials show ~98% task completion rate across the distributed AI training lifecycle-3.2x higher than single agents using state-of-the-art LLMs.

cs.MA↗

arXiv2024

First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networks

We design and demonstrate the first field trial of LLM-powered AI Agent for ADON. Three operation modes of the Agent are proposed for network lifecycle management. The Agent efficiently processes wavelength add/drop and soft/hard failures, and achieves comparable performance to human-designed algorithms for power optimization.

eess.SY↗