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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

Huayi Shen

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Book Open access Aug 2026

Purify and Generalize: Efficient Dual-End Adapters for Sequential Recommendation

A novel Dual-End Adapter for Sequential Recommendation (DEASRec) is presented, which employs lightweight adapters as flexible plugins without modifying backbone architectures to achieve stable performance improvements with low computational cost.

Juntao Hu, Wei Zhou, Huayi Shen et al. · 0 citations
Book Open access Aug 2026

Structured Task Alignment for Multi-Objective Learning to Rank

Industrial recommender systems typically integrate multiple objectives—such as clicks, watch time, likes, and follows—to perform a holistic ranking. However, effectively fusing these diverse tasks to reflect overall user satisfaction remains a formidable challenge. Existing approaches struggle with distributional discr...

Qing Luo, Ge Chen, Huayi Shen et al. · 0 citations

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