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Zi-Yan An

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Open access Aug 2026

Integrating Multi-Omics and Machine Learning to Reveal a Prognostic Model for Prostate Cancer Metastatic Recurrence Associated with Epithelial–Mesenchymal Transition Features

A three-gene signature provides a new exploratory prognostic model while inferring a COMP+ to NELL2+ transcriptional transition and demonstrates the value of AI-driven multi-omics integration for precision oncology.

Xue-Qian Zhang, Wei Zhang, Zheng Wang et al. · 0 citations
Open access Jul 2026

Formal Logic Inference Guided Uncertainty Quantification for Personalized Federated Learning

LogiCP is a novel FL framework that integrates formal logic reasoning with uncertainty quantification (UQ) to support scalable and personalized learning with theoretical guarantees, achieving up to a 95% improvement in client-level MSE while maintaining strong scalability.

Guocheng He, Ziyan An, Meiyi Ma · 0 citations

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