activity
20242026
most cited6G comprehensive intelligence: network operations and optimization based on Large Language Models

59 citations · 64 across the 10 of their papers we have counts for

collaborators

11 papers

cs.NI2026

SPFR: Semantic Potential Field Routing for the Distributed Internet of Agents

Yeguang Qin, Liangqi Peng, Fengxiao Tang +1

In a distributed Internet of Agents (IoA) without centralized routing control, routing tasks to capability-matched executors is challenging because destinations are not predetermin…

cs.AI2026

PropLLM: Propagation-Aware Scene Reconstruction for Network Fault Diagnosis

Zongzong Wu, Ming Zhao, Fengxiao Tang +1

Network faults propagate layer by layer along topology and protocol dependencies, yet operations systems typically observe only symptomatic alerts at the tail end of propagation ch…

cs.NI2026

Toward Realistic Wi-Fi Fault Diagnosis: A Multi-Modal Benchmark

Junjian Zhang, Haobo Deng, Xinxin Li +3

Intelligent network operation and maintenance systems in modern networks continuously generate large volumes of multi-modal operational data. However, Wi-Fi fault diagnosis under h…

cs.LG2025

FaultDiffusion: Few-Shot Fault Time Series Generation with Diffusion Model

Yi Xu, Zhigang Chen, Rui Wang +4

In industrial equipment monitoring, fault diagnosis is critical for ensuring system reliability and enabling predictive maintenance. However, the scarcity of fault data, due to the…

cs.CL2025

Chain or tree? Re-evaluating complex reasoning from the perspective of a matrix of thought

Fengxiao Tang, Yufeng Li, Zongzong Wu +1

Large Language Models (LLMs) face significant accuracy degradation due to insufficient reasoning ability when dealing with complex and abstract tasks. Thought structures such as Ch…

cs.CR2025

LRCTI: A Large Language Model-Based Framework for Multi-Step Evidence Retrieval and Reasoning in Cyber Threat Intelligence Credibility Verification

Fengxiao Tang, Huan Li, Ming Zhao +3

Verifying the credibility of Cyber Threat Intelligence (CTI) is essential for reliable cybersecurity defense. However, traditional approaches typically treat this task as a static…