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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

Hao Wu

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Book Open access Aug 2026

Concord: Building Consensus Representations for Single Cells with Collaborative Random Projection

Concord is a novel single-cell FM that explicitly models relationships between gene identities and expression levels through a collaborative rotary attention (CRA) mechanism, and employs two collaborative attention modes: a gene-to-expression rotational attention that produces gene-enhanced expression representations,...

Kaichen Xu, Mianpeng Liu, Hao Wu et al. · 0 citations
Book Open access Aug 2026

Concord: Building Consensus Representations for Single Cells with Collaborative Random Projection

Foundation models (FMs) have recently transformed single-cell genomics by learning transferable representations from large-scale single-cell data, enabling a wide range of downstream biomedical applications. Inspired by natural language processing, existing single-cell FMs adapt transformer architectures by treating ge...

Kaichen Xu, Mianpeng Liu, Hao Wu et al. · 0 citations

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