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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

Zhi-Gang Li

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2 papers indexed here

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Open access Aug 2026

YOLO-MRAF: A multi-scale reinforced attention fusion network for waterbody segmentation

YOLO-MRAF is a practical YOLO-based solution for instance-aware waterbody segmentation, and Comparisons with semantic segmentation models and direct external evaluations on RIWA and LuFI-RiverSnap further demonstrate its competitive pixel-level performance and improved external mIoU and Dice.

Tao Zhou, Nan Lian, Zeming Yin et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Staying on the Attack Path: Structured State for Long-Horizon Automated Penetration Testing

Intentest is proposed, an intent-graph-guided automated penetration testing agent that externalizes long-horizon state from the LLM's context window onto a persistent fact-intent directed acyclic graph (DAG), thereby substantially reducing invalid transitions.

Wei-Zhe Wang, Yi-Tong Zhang, Yao Zhang et al. · 0 citations

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