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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

Dong-Ming Jin

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Book Open access Oct 2026

Aligning User Requirement with Large Language Model in Code Generation

Code generation refers to automatically producing executable programs from user requirements. Recently, researchers have explored approaches to enhance the correctness of generated code with advanced large language models. Although achieving improvements, existing approaches focus on designing reasoning strategies or p...

J. Li, Rui-Qi Bai, Yang Luo et al. · 0 citations
#machine learning Preprint Sep 2026

CalibHyper: Chance-Corrected Relational Hypergraphs for Few-Shot Molecular Property Prediction

Molecular property prediction is central to drug development and materials discovery, but experiments are costly and labeled data are scarce. Context-aware methods use auxiliary assay labels to support few-shot prediction, and recent work supervises property relations with label agreement. However, label agreement is s...

Lin-Yu Li, Zhi Jin, Yuan-Peng He et al. · 0 citations
Jul 2026

PF2UML: An Automated Model-Driven Transformation from Problem Frames to UML Requirement Models

The proposed PF2UML establishes seamless and traceable integration from requirements modeling to system design, significantly reducing manual effort and improving consistency for complex interdisciplinary system development.

Hongbin Xiao, Zhi Li, Yilong Yang et al. · 0 citations

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