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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Han Liu

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2 papers indexed here

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Conference Aug 2026

MA-HAI-RGF: A Multi-Agent Human-AI Collaborative Requirements Generation Framework for Complex Systems

Requirements engineering is a critical yet labor-intensive phase in software development, particularly for complex systems where stakeholder needs are diverse, evolving, and often ambiguous. Traditional approaches struggle with scalability, consistency, and completeness when dealing with large-scale requirements. This...

Ming-Hao Li, Chong-Shuang Hu, Han Liu et al. · 0 citations
Sep 2026

KGMACG: Knowledge-Guided Multi-Agent Orchestration for Scalable Application-Level Code Generation

KGMACG is evaluated on three industrial-scale case studies against six state-of-the-art multi-agent baselines: MetaGPT, AutoGen, CAMEL, CrewAI, ChatDev and CodeAgent and indicates that KGMACG advances the automation of application-level software development.

Bo Yang, Xiao Zhang, Weisong Sun et al. · 0 citations

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