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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

Shu-Sen Xu

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Preprint Aug 2026

SkillHEX: Improving Agent Skills via Hypothesis-Driven Autonomous Exploration and Exploitation

SkillHEX is introduced, a closed-loop framework coupling hypothesis-driven self-verification with evidence-guided tree search that translates falsifiable failure hypotheses into executable tests, producing diagnostic evidence as dense reward without additional environment attempts.

Yuru Feng, Yaoqi Chen, Beidi Zhao et al. · 0 citations
Preprint Aug 2026

MESA:Task-Adaptive Multi-Structure Evidence Selection for Long-Horizon Agent Memory

This work proposes MESA (a Multi-structure Evidence Selection framework for long-horizon Agent), which builds five complementary structure views of each trajectory and learns from end-to-end answer-level feedback to select and fuse a query-specific subset for a frozen answer model.

Beidi Zhao, Yaoqi Chen, Yuru Feng et al. · 0 citations

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