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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

Huai-Xia Dou

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Preprint Aug 2026

Dual-Loop Self-Evolution via Verifiable Emotion Feedback for Multi-Turn Empathetic Dialogue

A dual-loop self-evolution framework driven by verifiable emotion feedback is introduced, which raises Qwen3-8B Overall from 53.87 to 79.24 and outperforms protocol-matched uniform emotion-reward reinforcement learning by 7.23 points.

Yingfei Wei, Shuo Jiang, Huai-Xia Dou et al. · 0 citations
Preprint Aug 2026

REDAgentBench: Executable Red Teaming and Faithful Measurement of LLM Agent Systems

RedAgentBench is introduced, an executable framework for autonomous red-teaming and faithful measurement that shows that executable evaluation can improve safety measurement and identify actionable intervention points.

Zixing Chen, Xingyuan Liu, Jie Zhu et al. · 3 citations

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