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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

Borui Li

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2 papers indexed here

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#edge computing Nov 2026

FaaSLearner: Resource-Efficient Edge Video Analytics via Correlation-Aware Multi-Model Continual Learning

Video analytics services utilizing multiple deep neural network models (DNNs) are increasingly being adopted in various edge intelligence applications. To avoid the accuracy reduction caused by data drift, existing works leverage continual learning that directly retrains DNN models in multi-model applications. Accordin...

Tian-En Liu, Bo-Rui Li, Wei-Long Wang et al. · 1 citation
Open access Sep 2026

ProfEdge: Efficient Construction of DNN Performance Evaluation Model on Edge Devices

Experiments on various edge devices and DNN models, including CNN-based and transformer-based workloads, show that ProfEdge reduces profiling errors by up to 80% and saves over 70% of profiling construction cost compared with existing methods.

Wei-Long Wang, Song-Tao Lu, Jia-Wei Liu et al. · 0 citations

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