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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Pei Liu

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Book Open access Aug 2026

LaCONIC: A Label-Aware and Graph-Guided Multi-Omics Collaborative Learning Model for Cancer Survival Prediction

LaCONIC is proposed, a label-aware and graph-guided multi-omics collaborative learning framework that bridges fine-grained molecular regulation and coarse-grained patient prognosis and consistently outperforms 14 representative survival baselines.

Pei Liu, Xiao Liang, Jia-Wei Luo · 0 citations
Book Open access Aug 2026

LaCONIC: A Label-Aware and Graph-Guided Multi-Omics Collaborative Learning Model for Cancer Survival Prediction

Accurate cancer survival prediction is important for risk stratification and personalized treatment. However, patient prognosis is shaped by complex molecular regulation, cross-omics dependencies, and subtype-dependent tumor heterogeneity, making accurate and interpretable prediction challenging. Existing multi-omics s...

Pei Liu, Xiao Liang, Jiawei Luo · 0 citations

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