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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

Shuai Liu

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2 papers indexed here

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Preprint Sep 2026

DA-Lion: Efficient Neural Video Representation via Direction-Aware Optimization

Implicit neural video representation (NVR) encodes a video as the parameters of an overfitted neural network, where training and testing data are identical and the objective is instance-specific signal fitting. In this deterministic regime, optimization dynamics directly determine reconstruction quality under a fixed b...

Qing-Yu Mao, Jia-Cong Chen, Shuai Liu et al. · 0 citations
Open access Aug 2026

A Generalized Slimmable INR Framework for Scalable Video Coding

Implicit neural representations (INRs) encode video frames as network weights, offering a new compression paradigm. A persistent limitation is that existing INR codecs train one model per target bitrate, so multi-rate deployment needs separate runs, separate checkpoints, and model reloading, costs that grow with the nu...

Qingyu Mao, Jiacong Chen, Shuai Liu et al. · 0 citations

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