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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

Xiao-Hua Zhou

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2 papers indexed here

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Preprint Sep 2026

Design-based Estimation and Inference on Quantile Exposure Effect under General Interference

Many applications in public health, environmental science, and economics feature spillovers across connected units, violating the Stable Unit Treatment Value Assumption (SUTVA) underlying classical quantile treatment effect methods. We develop a general framework for defining, estimating, and conducting inference for q...

Hao-Xiang Wang, Lan Wang, Xiao-Hua Zhou · 0 citations
Book Open access Aug 2026

Causality-Based Conformal Imputation Correction with Non-Random Missing Labels

Collected data with non-random missing labels poses a widely recognized challenge for unbiased learning. For example, in recommender systems, users are free to choose whether or not to rate an item. To achieve unbiased learning under MNAR data, a variety of methods have been proposed, such as reweighting and imputation...

Chunyuan Zheng, Xiang Li, Hang Pan et al. · 0 citations

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