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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

Tianyi Zhao

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Book Open access Aug 2026

Discovery, Validation and Editing of Large Language Models Mechanisms: Recent Advances and Future Perspectives

This tutorial provides a comprehensive and up-to-date overview of LLM mechanism discovery, validation, and editing, and surveys mechanistic editing techniques that leverage MI insights to modify behavior at varying granularity.

Yin-Han He, Wendy Zheng, Tianyi Zhao et al. · 0 citations
#natural language process... Preprint Aug 2026

Every Token Leaves a Ripple in the Stream of Thought: Eliciting Model-Internal Token Saliency for Chain-of-Thought Compression

Across four reasoning benchmarks and four models, \textsc{MIST} consistently outperforms baseline methods, suggesting that model-internal saliency provides an effective proxy for reasoning-token importance.

Tianyi Zhao, Yinhan He, Wendy Zheng et al. · 0 citations
Book Open access Aug 2026

Discovery, Validation and Editing of Large Language Models Mechanisms: Recent Advances and Future Perspectives

This tutorial provides a comprehensive and up-to-date overview of LLM mechanism discovery, validation, and editing, and surveys mechanistic editing techniques that leverage MI insights to modify behavior at varying granularity.

Yinhan He, Wendy Zheng, Tianyi Zhao et al. · 0 citations

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