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Author

Manish Rana

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Aug 2026

Knowledge Graph-Driven Retrieval-Augmented Multi-Agent Artificial Intelligence Framework for Evidence-Based Natural Resource Decision Support in Human Health

The integration of Knowledge Graphs (KGs), Retrieval-Augmented Generation (RAG), and Multi-Agent AI systems presents a transformative opportunity for evidence-based decision support in natural resource management and human health. However, critical gaps persist, including multimodal hallucination, static retrieval pipe...

Manish Rana · 0 citations
#graph neural networks Open access Aug 2026

Adaptive Decision Intelligence through Retrieval-Augmented Multi-Agent Large Language Models

A comprehensive five-layer framework comprising foundation benchmarks, dynamic hybrid retrieval, multi-agent collaboration with weighted consensus, knowledge graph evolution through graph neural networks, and adaptive human-AI interaction is proposed, establishing a robust foundation for trustworthy, scalable, and trul...

Manish Rana · 0 citations

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