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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

Yixue Hao

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Book Open access Aug 2026

Mining Point-of-No-Return Boundaries in Constrained Dynamical Systems via Counterfactual Auditing

counterfactual PoNR Auditing (CPA), a snapshot-replay framework that produces matched counterfactual rollouts and is accelerated by a neural operator surrogate (UNO) for a 3.09× end-to-end speedup, and serves as an offline supervision generator, allowing lightweight predictors to learn early inevitability signals beyon...

Jia Liu, Jiaxin Luo, Lejun Ai et al. · 0 citations
Aug 2026

PointPDF V2: A Unified Framework for Continual Open-World 3D Semantic Segmentation.

This work proposes PointPDF V2, a unified framework that integrates open-set recognition (OSS) and incremental learning (IL) into a cohesive pipeline and introduces a more challenging continual OWSS protocol in 3D, where models must simultaneously preserve the known-class performance, acquire new knowledge, and still i...

Jinfeng Xu, Xianzhi Li, Yi-Xue Hao et al. · 0 citations

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