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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Ping Zhang

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2 papers indexed here

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Open access Aug 2026

NSINR: Neuro-symbolic interpretability noise-robust framework for disease ceRNA biomarker prediction

Identifying biomarkers of cancers presents a persistent challenge due to insufficient interpretability in model decision. Current approaches only provide explainability that quantifies the contribution of input features or local substructures to predictions at the data level, yet they fail to uncover the inherent reaso...

Ping Zhang, Weicheng Sun, Jin-Sheng Xu et al. · 0 citations
Open access Sep 2026

Prior-Informed Graph Skeleton Learning for ncRNA–Drug Resistance Association Prediction

The Prior-RDRGSE framework integrates both dependency-aware graph noise modeling and domain knowledge into graph representation learning, and introduces a resistance consistency constraint based on KL divergence, which regularizes model training by aligning the learned association distribution with prior distributions...

Li-Ye Zhu, Ping Zhang · 0 citations

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