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Home/Authors/Nan Sun

Nan Sun

2 indexed papers

Recent (6 mo)
2
With code
0
Influential cites
0
Benchmarked
0

Publications per year

2
26

Top categories

Crypto×2ML×1AI×1

Frequent co-authors

Yuchen Zhang1×
Ning Xi1×
Pengbin Feng1×
Shigang Liu1×
Jianfeng Ma1×
Yulong Shen1×

Research Timeline

2026
SafeHarness: Lifecycle-Integrated Security Architecture for LLM-based Agent Deployment

The paper introduces SafeHarness, a novel, lifecycle-integrated security architecture that significantly reduces unsafe behavior and attack success rates in LLM agents by weaving multiple defense layers directly into the agent's execution pipeline.

IstGPT: LLM-based Anomaly Detection for Spatial-Temporal Graph in Industrial Systems

IstGPT introduces a novel LLM-based framework for real-time, fine-grained anomaly detection in complex industrial cyber-physical systems, achieving state-of-the-art performance across multiple benchmarks.

Highlighted terms show continued research focus across papers

Papers

cs.CRcs.LGRecentJun 1, 2026

IstGPT: LLM-based Anomaly Detection for Spatial-Temporal Graph in Industrial Systems

Yuchen Zhang, Ning Xi, Pengbin Feng, Shigang Liu +4 more

IstGPT introduces a novel LLM-based framework for real-time, fine-grained anomaly detection in complex industrial cyber-physical systems, achieving state-of-the-art performance across multiple benchma…

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cs.CRcs.AIRecentApr 15, 2026

SafeHarness: Lifecycle-Integrated Security Architecture for LLM-based Agent Deployment

Xixun Lin, Yang Liu, Yancheng Chen, Yongxuan Wu +7 more

The paper introduces SafeHarness, a novel, lifecycle-integrated security architecture that significantly reduces unsafe behavior and attack success rates in LLM agents by weaving multiple defense laye…

View →