Guowei Su

dblp:309/4292 · DBLP profile ↗
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3ranked-venue papers
1as first author
3since 2021 · last 2026
—ORCID · conflict

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Theory of computation · 2 · 2 since 2021Computer networks · 1 · 1 first-author · 1 since 2021
YearPublicationVenuePosition
2026 Leveraging Query-Guided Submodular ICL for Intent Translation in Intent-Based Networking With Large Language Models
abstract
Network automation is critical for Intelligent Internet of Things (IIoT) systems, such as industrial networks and smart cities, where managing heterogeneous devices at scale poses significant challenges. Intent-Based Networking (IBN) powered by Large Language Models (LLMs) enables natural language intent translation into executable policies, yet struggles with accuracy in few-shot In-Context Learning (ICL) due to inefficient example retrieval for multi-intent scenarios. To address this issue, we propose SubmodICL, a submodular optimization-based method that retrieves contextual examples to maximize query-guided mutual information, thereby ensuring both coverage and representativeness. Integrated with LLMs, SubmodICL significantly improves intent translation performance. We validate our approach through a use case translating flow-table operation intents into API calls, and evaluate LLMs across different parameter scales. Experiments demonstrate that SubmodICL outperforms baselines by 9.121%–12.377% in accuracy for resource-constrained settings (small LLMs, limited examples, or multi-intent tasks). The proposed method provides a generalizable framework for enhancing intent translation in network automation, with potential applicability to IIoT systems.
Guowei Su, Wenqiao Kang, Mengru Hou, Luobing Dong, Celimuge Wu
IEEE Internet Things J.1
2022 Hyperspectral Image Reconstruction for SD-CASSI Systems Based on Residual Attention Network
Haobin Luo, Guowei Su, Luobing Dong
AAIM2
2021 Reliable Edge Intelligence Using JPEG Progressive
Haobin Luo, Xiangang Du, Luobing Dong, Guowei Su, Ruijie Chen
AAIM4