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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

Shi-Yao Liu

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Preprint Aug 2026

Analyzing Within-Subject Experiments: Identification, Testing, and Sensitivity

Recent work encourages political scientists to move from post-only toward within-subject designs for improved precision from repeated measurements. We formalize a potential-outcomes framework for two-period within-subject designs that allows for unequal allocation and heterogeneous treatment and carryover effects. We c...

Shi-Yao Liu, Jun-Ni L. Zhang · 0 citations

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