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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ning-Chao Ge

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Conference Aug 2026

MDIE-AutoML: Multi-Detector Drift Detection with Dynamic Weighted Ensemble for Streaming AutoML

Non-stationary data streams suffer from simultaneous data and concept drifts that degrade model generalization. Conventional Automated Machine Learning for data streams, AML4S, relies on single-pipeline architecture with univariate ADWIN detection and exhaustive post-drift reconstruction, causing knowledge waste and in...

Jia-Qiang Zhang, Hang Zhang, Ning-Chao Ge et al. · 0 citations
Conference Aug 2026

"Question→SQL→Wiki" Dynamic Wiki Graph for NL2SQL

To bridge the semantic gap in NL2SQL (Natural Language to SQL) tasks, this study proposes a "Question→SQL→Wiki" framework that leverages a dynamic Wiki Graph as an intermediate reasoning layer. Departing from conventional NL2SQL approaches that rely solely on end-to-end mapping, our method utilizes Large Language Model...

Jia-Xuan Liu, Shi-Yu Fang, Ji-Bing Wu et al. · 0 citations

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