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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

Lina Yao

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Preprint Aug 2026

AUSO: Action-Level Unified Skill Optimization from Internalization to Utilization

AUSO (Action-level Unified Skill Optimization), which unifies skill learning and skill use through a progressive, action-aware optimization process, and consistently improves agent performance and out-of-distribution generalization over competitive baselines.

Huizu Lin, Chengkai Huang, Tian Gao et al. · 0 citations
Jul 2026

Can We Break LLMs Out of Self-Loops? Fine-Grained Reasoning Control with Activation Steering

This work treats each reasoning trace as a sequence of latent states rather than an unstructured texts, and investigates whether inference time interventions can provide fine-grained control over the self-looping reasoning process.

Sheldon Yu, Tong Yu, Xunyi Jiang et al. · 0 citations

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