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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

Qiao Liu

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#artificial intelligence Preprint Oct 2026

HiSTOR: Structured Treatment-outcome Representation Learning for High-Dimensional Longitudinal Data

Estimating potential outcomes under alternative treatment sequences is essential for personalized decision-making, but remains challenging with high-dimensional covariates and time-varying confounding. In this study, we propose HiSTOR (High-dimensional Structured Treatment-Outcome Representation), an end-to-end framewo...

Chuan-Qi Lao, Jun-Zhou Huang, Qiao Liu · 0 citations
Review Open access Aug 2026

MultiFlow: coupled flow matching for predicting single-cell multiomic perturbation responses in unseen cellular contexts

Predicting cellular responses to perturbation requires resolving coordinated changes across molecular layers, yet most single-cell perturbation models focus on transcriptional responses alone. Here we present MultiFlow, a coupled flow-matching framework that unifies generation and perturbation prediction of paired gene...

Hao-Chen Wang, Charming Zhang, Meng-Ran Zhang et al. · 0 citations

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