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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

Binrong Liu

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Book Open access Aug 2026

Graph Joint Representation Learning for Sound and Scalable Instantiation

RGRS is proposed, a unified neuro-symbolic framework that integrates rule-level reasoning with graph representation learning for scalable Horn rule instantiation and achieves consistently high accuracy with significant efficiency gains over symbolic and neuro-symbolic baselines.

Tian Li, Xueli Liu, Bo-Wen Dong et al. · 0 citations
Book Open access Aug 2026

Graph Joint Representation Learning for Sound and Scalable Instantiation

RGRS is proposed, a unified neuro-symbolic framework that integrates rule-level reasoning with graph representation learning for scalable Horn rule instantiation and achieves consistently high accuracy with significant efficiency gains over symbolic and neuro-symbolic baselines.

Tian Li, Xueli Liu, Bowen Dong et al. · 0 citations

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