activity
20172026
most citedApplication of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks

98 citations · 223 across the 23 of their papers we have counts for

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2 papers · 1 filter

cs.MA2026

First Demonstration of Multi-Agent LLM System for Million-Scale Optical Link Management in Global Production AIDCs

Jingyi Su, Yihao Zhang, Dianxuan Fu +15

We present the first LLM-powered multi-agent system for autonomous fault management across millions of optical links in production AIDCs. Refined via SFT and continuous memory evol…

cs.MA2025

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

Yihao Zhang, Qizhi Qiu, Xiaomin Liu +7

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…